DataFrame
NO COMPARISON TARGET
501951
ROWS
0
DUPLICATES
269.0 MB
RAM
67
FEATURES
21
CATEGORICAL
46
NUMERICAL
0
TEXT
2.1.3
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
d_l_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
2
d_m_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
3
d_s_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
4
h_l_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
5
h_m_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
h_s_match_yn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
7
person_attribute_a
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
8
person_attribute_a_1
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
9
person_attribute_b
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
10
person_prefer_c
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
person_prefer_d_1
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1,093
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
935
AVG
537
MEDIAN
453
Q1
117
5%
95
MIN
4
RANGE
1,254
IQR
818
STD
411
VAR
169k
KURT.
-1.50
SKEW
0.280
SUM
269.7M
12
person_prefer_d_2
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1,081
(<1%)
ZEROES:
---
MAX
1,258
95%
1,187
Q3
963
AVG
546
MEDIAN
464
Q1
148
5%
95
MIN
4
RANGE
1,254
IQR
815
STD
403
VAR
163k
KURT.
-1.54
SKEW
0.234
SUM
274.0M
13
person_prefer_d_3
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1,043
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
929
AVG
535
MEDIAN
452
Q1
136
5%
95
MIN
4
RANGE
1,254
IQR
793
STD
416
VAR
173k
KURT.
-1.57
SKEW
0.273
SUM
268.5M
14
person_prefer_e
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
66,676
(13%)
MAX
11.0
95%
6.0
Q3
5.0
MEDIAN
4.0
AVG
3.6
Q1
3.0
5%
0.0
MIN
0.0
RANGE
11.0
IQR
2.00
STD
1.85
VAR
3.41
KURT.
1.28
SKEW
-0.134
SUM
1.8M
15
person_prefer_f
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
16
person_prefer_g
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
17
person_prefer_h_1
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
279
(<1%)
ZEROES:
---
MAX
313
95%
285
Q3
189
AVG
116
MEDIAN
95
Q1
44
5%
4
MIN
2
RANGE
311
IQR
145
STD
91.0
VAR
8,287
KURT.
-0.842
SKEW
0.615
SUM
58.4M
18
person_prefer_h_2
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
279
(<1%)
ZEROES:
---
MAX
313
95%
281
Q3
227
AVG
136
MEDIAN
116
Q1
59
5%
4
MIN
2
RANGE
311
IQR
168
STD
93.8
VAR
8,790
KURT.
-1.25
SKEW
0.286
SUM
68.3M
19
person_prefer_h_3
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
279
(<1%)
ZEROES:
---
MAX
313
95%
288
Q3
200
AVG
123
MEDIAN
95
Q1
59
5%
4
MIN
2
RANGE
311
IQR
141
STD
90.9
VAR
8,272
KURT.
-0.910
SKEW
0.597
SUM
61.6M
20
contents_attribute_i
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
21
contents_attribute_a
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
22
contents_attribute_j_1
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
23
contents_attribute_j
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
contents_attribute_c
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
25
contents_attribute_k
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
contents_attribute_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1,752
(<1%)
ZEROES:
---
MAX
2,013
95%
1,845
Q3
1,582
AVG
1,031
MEDIAN
953
Q1
597
5%
193
MIN
1
RANGE
2,012
IQR
985
STD
527
VAR
278k
KURT.
-1.14
SKEW
0.134
SUM
517.4M
27
contents_attribute_d
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
1,065
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
974
AVG
582
MEDIAN
581
Q1
138
5%
102
MIN
4
RANGE
1,254
IQR
836
STD
414
VAR
171k
KURT.
-1.54
SKEW
0.141
SUM
291.9M
28
contents_attribute_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
contents_attribute_e
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
1,025
(<1%)
MAX
11.0
95%
6.0
Q3
4.0
MEDIAN
4.0
AVG
3.9
Q1
3.0
5%
3.0
MIN
0.0
RANGE
11.0
IQR
1.00
STD
1.16
VAR
1.35
KURT.
3.27
SKEW
1.06
SUM
2.0M
30
contents_attribute_h
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
250
(<1%)
ZEROES:
---
MAX
311
95%
288
Q3
199
AVG
133
MEDIAN
118
Q1
57
5%
22
MIN
5
RANGE
306
IQR
142
STD
87.1
VAR
7,594
KURT.
-0.973
SKEW
0.517
SUM
66.5M
31
person_rn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
300,177
(60%)
ZEROES:
---
MAX
1.0M
95%
1.0M
Q3
0.8M
AVG
0.5M
MEDIAN
0.5M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
1.0M
IQR
506k
STD
294k
VAR
86.6B
KURT.
-1.16
SKEW
0.109
SUM
258.1B
32
contents_rn
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
283,359
(56%)
ZEROES:
---
MAX
754k
95%
707k
Q3
535k
AVG
338k
MEDIAN
305k
Q1
141k
5%
32k
MIN
0k
RANGE
754k
IQR
394k
STD
220k
VAR
48.2B
KURT.
-1.20
SKEW
0.268
SUM
169.5B
33
target
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
34
person_prefer_d_1_n
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
443
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
929
AVG
536
MEDIAN
452
Q1
114
5%
92
MIN
4
RANGE
1,254
IQR
815
STD
412
VAR
169k
KURT.
-1.50
SKEW
0.281
SUM
268.8M
35
person_prefer_d_1_s
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
137
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
928
AVG
530
MEDIAN
451
Q1
109
5%
91
MIN
3
RANGE
1,255
IQR
819
STD
414
VAR
172k
KURT.
-1.50
SKEW
0.281
SUM
266.0M
36
person_prefer_d_1_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
927
AVG
495
MEDIAN
450
Q1
56
5%
56
MIN
2
RANGE
1,256
IQR
871
STD
429
VAR
184k
KURT.
-1.50
SKEW
0.262
SUM
248.6M
37
person_prefer_d_1_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
---
MAX
1,258
95%
926
Q3
926
AVG
422
MEDIAN
377
Q1
1
5%
1
MIN
1
RANGE
1,257
IQR
925
STD
398
VAR
159k
KURT.
-1.72
SKEW
0.125
SUM
211.8M
38
person_prefer_d_2_n
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
435
(<1%)
ZEROES:
---
MAX
1,258
95%
1,186
Q3
962
AVG
544
MEDIAN
464
Q1
145
5%
92
MIN
4
RANGE
1,254
IQR
817
STD
404
VAR
163k
KURT.
-1.54
SKEW
0.234
SUM
273.0M
39
person_prefer_d_2_s
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
137
(<1%)
ZEROES:
---
MAX
1,258
95%
1,180
Q3
961
AVG
537
MEDIAN
463
Q1
123
5%
91
MIN
3
RANGE
1,255
IQR
838
STD
408
VAR
167k
KURT.
-1.55
SKEW
0.233
SUM
269.5M
40
person_prefer_d_2_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
ZEROES:
---
MAX
1,258
95%
1,169
Q3
927
AVG
497
MEDIAN
450
Q1
56
5%
56
MIN
2
RANGE
1,256
IQR
871
STD
426
VAR
182k
KURT.
-1.56
SKEW
0.203
SUM
249.3M
41
person_prefer_d_2_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
---
MAX
1,258
95%
926
Q3
926
AVG
426
MEDIAN
377
Q1
1
5%
1
MIN
1
RANGE
1,257
IQR
925
STD
400
VAR
160k
KURT.
-1.73
SKEW
0.097
SUM
213.7M
42
person_prefer_d_3_n
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
420
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
929
AVG
534
MEDIAN
452
Q1
136
5%
92
MIN
4
RANGE
1,254
IQR
793
STD
416
VAR
173k
KURT.
-1.57
SKEW
0.273
SUM
267.8M
43
person_prefer_d_3_s
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
136
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
928
AVG
526
MEDIAN
451
Q1
123
5%
91
MIN
3
RANGE
1,255
IQR
805
STD
420
VAR
176k
KURT.
-1.58
SKEW
0.275
SUM
264.2M
44
person_prefer_d_3_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
927
AVG
486
MEDIAN
450
Q1
56
5%
56
MIN
2
RANGE
1,256
IQR
871
STD
439
VAR
193k
KURT.
-1.59
SKEW
0.261
SUM
243.9M
45
person_prefer_d_3_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
---
MAX
1,258
95%
926
Q3
926
AVG
412
MEDIAN
377
Q1
1
5%
1
MIN
1
RANGE
1,257
IQR
925
STD
409
VAR
167k
KURT.
-1.78
SKEW
0.145
SUM
206.9M
46
contents_attribute_d_n
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
431
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
968
MEDIAN
580
AVG
579
Q1
136
5%
101
MIN
4
RANGE
1,254
IQR
832
STD
414
VAR
172k
KURT.
-1.54
SKEW
0.141
SUM
290.8M
47
contents_attribute_d_s
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
137
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
961
AVG
574
MEDIAN
560
Q1
123
5%
91
MIN
3
RANGE
1,255
IQR
838
STD
417
VAR
174k
KURT.
-1.54
SKEW
0.140
SUM
288.0M
48
contents_attribute_d_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
ZEROES:
---
MAX
1,258
95%
1,227
Q3
927
AVG
541
MEDIAN
523
Q1
56
5%
56
MIN
2
RANGE
1,256
IQR
871
STD
433
VAR
188k
KURT.
-1.52
SKEW
0.121
SUM
271.7M
49
contents_attribute_d_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
---
MAX
1,258
95%
926
Q3
926
MEDIAN
522
AVG
461
Q1
1
5%
1
MIN
1
RANGE
1,257
IQR
925
STD
397
VAR
158k
KURT.
-1.71
SKEW
-0.041
SUM
231.3M
50
person_prefer_h_1_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
246
(<1%)
ZEROES:
---
MAX
569
95%
544
Q3
463
AVG
410
MEDIAN
398
Q1
355
5%
316
MIN
315
RANGE
254
IQR
108
STD
72.5
VAR
5,255
KURT.
-0.728
SKEW
0.619
SUM
205.6M
51
person_prefer_h_2_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
246
(<1%)
ZEROES:
---
MAX
569
95%
543
Q3
495
AVG
426
MEDIAN
407
Q1
368
5%
316
MIN
315
RANGE
254
IQR
127
STD
75.0
VAR
5,619
KURT.
-1.15
SKEW
0.295
SUM
213.6M
52
person_prefer_h_3_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
246
(<1%)
ZEROES:
---
MAX
569
95%
547
Q3
472
AVG
416
MEDIAN
398
Q1
368
5%
316
MIN
315
RANGE
254
IQR
104
STD
72.4
VAR
5,241
KURT.
-0.816
SKEW
0.581
SUM
208.6M
53
contents_attribute_h_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
228
(<1%)
ZEROES:
---
MAX
568
95%
547
Q3
471
AVG
422
MEDIAN
407
Q1
367
5%
334
MIN
317
RANGE
251
IQR
104
STD
68.6
VAR
4,702
KURT.
-0.832
SKEW
0.580
SUM
212.0M
54
person_prefer_h_1_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
19
(<1%)
ZEROES:
---
MAX
312
95%
277
Q3
188
AVG
107
MEDIAN
94
Q1
30
5%
3
MIN
1
RANGE
311
IQR
158
STD
90.3
VAR
8,150
KURT.
-0.734
SKEW
0.739
SUM
53.9M
55
person_prefer_h_2_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
19
(<1%)
ZEROES:
---
MAX
312
95%
277
Q3
226
AVG
128
MEDIAN
94
Q1
58
5%
3
MIN
1
RANGE
311
IQR
168
STD
95.0
VAR
9,028
KURT.
-1.26
SKEW
0.365
SUM
64.2M
56
person_prefer_h_3_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
19
(<1%)
ZEROES:
---
MAX
312
95%
277
Q3
188
AVG
115
MEDIAN
94
Q1
58
5%
3
MIN
1
RANGE
311
IQR
130
STD
90.9
VAR
8,256
KURT.
-0.870
SKEW
0.660
SUM
57.7M
57
contents_attribute_h_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
17
(<1%)
ZEROES:
---
MAX
308
95%
277
Q3
188
AVG
119
MEDIAN
94
Q1
48
5%
3
MIN
3
RANGE
305
IQR
140
STD
89.0
VAR
7,917
KURT.
-0.916
SKEW
0.629
SUM
59.5M
58
contents_attribute_l_n
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
736
(<1%)
ZEROES:
---
MAX
2,013
95%
1,844
Q3
1,580
AVG
1,029
MEDIAN
952
Q1
591
5%
189
MIN
1
RANGE
2,012
IQR
989
STD
527
VAR
278k
KURT.
-1.15
SKEW
0.134
SUM
516.4M
59
contents_attribute_l_s
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
305
(<1%)
ZEROES:
---
MAX
2,013
95%
1,843
Q3
1,579
AVG
1,024
MEDIAN
951
Q1
581
5%
188
MIN
1
RANGE
2,012
IQR
998
STD
529
VAR
280k
KURT.
-1.15
SKEW
0.136
SUM
514.0M
60
contents_attribute_l_m
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
79
(<1%)
ZEROES:
---
MAX
2,013
95%
1,832
Q3
1,572
AVG
1,008
MEDIAN
930
Q1
573
5%
187
MIN
1
RANGE
2,012
IQR
999
STD
530
VAR
281k
KURT.
-1.13
SKEW
0.164
SUM
506.2M
61
contents_attribute_l_l
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
21
(<1%)
ZEROES:
---
MAX
2,024.0
95%
2,020.0
Q3
2,016.0
AVG
2,010.5
MEDIAN
2,009.0
Q1
2,006.0
5%
2,006.0
MIN
2,004.0
RANGE
20.0
IQR
10.0
STD
5.21
VAR
27.2
KURT.
-0.860
SKEW
0.784
SUM
1.0B
62
month
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
---
MAX
11.0
95%
11.0
Q3
9.0
MEDIAN
6.0
AVG
5.9
Q1
3.0
5%
1.0
MIN
1.0
RANGE
10.0
IQR
6.00
STD
3.18
VAR
10.1
KURT.
-1.23
SKEW
0.030
SUM
3.0M
63
day
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
---
MAX
31.0
95%
29.0
Q3
23.0
AVG
15.6
MEDIAN
15.0
Q1
8.0
5%
2.0
MIN
1.0
RANGE
30.0
IQR
15.0
STD
8.65
VAR
74.8
KURT.
-1.17
SKEW
0.046
SUM
7.8M
64
week
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
49
(<1%)
ZEROES:
---
MAX
49.0
95%
46.0
Q3
36.0
AVG
24.5
MEDIAN
24.0
Q1
12.0
5%
3.0
MIN
1.0
RANGE
48.0
IQR
24.0
STD
13.9
VAR
193
KURT.
-1.22
SKEW
0.035
SUM
12.3M
65
dayofweek
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
66
hour
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
24
(<1%)
ZEROES:
14,147
(3%)
MAX
23.0
95%
22.0
Q3
18.0
MEDIAN
14.0
AVG
13.9
Q1
11.0
5%
2.0
MIN
0.0
RANGE
23.0
IQR
7.00
STD
5.57
VAR
31.0
KURT.
0.023
SKEW
-0.565
SUM
7.0M
67
minute
VALUES:
501,951
(100%)
MISSING:
---
DISTINCT:
60
(<1%)
ZEROES:
8,220
(2%)
MAX
59.0
95%
56.0
Q3
45.0
MEDIAN
30.0
AVG
29.5
Q1
15.0
5%
3.0
MIN
0.0
RANGE
59.0
IQR
30.0
STD
17.3
VAR
300
KURT.
-1.20
SKEW
-0.003
SUM
14.8M
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
d_l_match_yn
MISSING:
---
TOP CATEGORIES

1
315,268
63%
0
186,683
37%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_l_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
d_m_match_yn
0.26
d_s_match_yn
0.18
target
0.01
contents_attribute_a
0.00
contents_attribute_c
0.00
person_attribute_a
0.00
contents_attribute_j_1
0.00
contents_attribute_k
0.00
contents_attribute_m
0.00
person_prefer_c
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON d_l_match_yn:

d_m_match_yn
0.23
d_s_match_yn
0.12
target
0.02
contents_attribute_a
0.01
person_attribute_a
0.00
contents_attribute_j_1
0.00
contents_attribute_c
0.00
contents_attribute_m
0.00
person_attribute_a_1
0.00
person_prefer_c
0.00
person_attribute_b
0.00
h_m_match_yn
0.00
contents_attribute_k
0.00
h_s_match_yn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_l_match_yn
CORRELATION RATIO WITH...

contents_attribute_d_l
0.17
contents_attribute_d_m
0.16
contents_attribute_d_n
0.16
contents_attribute_d
0.16
contents_attribute_d_s
0.16
person_prefer_d_2_l
0.06
person_prefer_d_3_l
0.06
person_prefer_d_3_m
0.06
person_prefer_d_2_m
0.06
person_prefer_d_3_s
0.05
person_prefer_d_3
0.05
person_prefer_d_3_n
0.05
contents_attribute_l_l
0.05
person_prefer_d_2_s
0.05
d_m_match_yn
MISSING:
---
TOP CATEGORIES

0
368,324
73%
1
133,627
27%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_m_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
d_s_match_yn
0.57
d_l_match_yn
0.23
contents_attribute_a
0.01
target
0.01
person_attribute_a
0.01
h_l_match_yn
0.00
h_m_match_yn
0.00
contents_attribute_j_1
0.00
h_s_match_yn
0.00
contents_attribute_j
0.00
person_attribute_a_1
0.00
contents_attribute_c
0.00

THESE FEATURES
GIVE INFORMATION
ON d_m_match_yn:

d_s_match_yn
0.41
d_l_match_yn
0.26
contents_attribute_a
0.02
target
0.01
contents_attribute_j_1
0.01
person_attribute_a
0.01
h_m_match_yn
0.00
h_l_match_yn
0.00
person_attribute_a_1
0.00
h_s_match_yn
0.00
contents_attribute_j
0.00
person_attribute_b
0.00
contents_attribute_c
0.00
person_prefer_c
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_m_match_yn
CORRELATION RATIO WITH...

contents_attribute_d_n
0.09
contents_attribute_d
0.09
contents_attribute_d_s
0.09
contents_attribute_d_m
0.08
contents_attribute_d_l
0.08
person_prefer_h_1_l
0.07
person_prefer_h_1_m
0.07
person_prefer_h_1
0.07
contents_attribute_h_l
0.06
contents_attribute_l_m
0.06
contents_attribute_h_m
0.06
contents_attribute_l
0.06
contents_attribute_l_n
0.06
contents_attribute_l_s
0.06
d_s_match_yn
MISSING:
---
TOP CATEGORIES

0
426,694
85%
1
75,257
15%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
d_s_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
d_m_match_yn
0.41
d_l_match_yn
0.12
target
0.01
contents_attribute_a
0.00
h_l_match_yn
0.00
h_m_match_yn
0.00
person_attribute_a
0.00
contents_attribute_j_1
0.00
h_s_match_yn
0.00
contents_attribute_j
0.00
person_attribute_a_1
0.00
contents_attribute_c
0.00

THESE FEATURES
GIVE INFORMATION
ON d_s_match_yn:

d_m_match_yn
0.57
d_l_match_yn
0.18
target
0.01
contents_attribute_a
0.01
contents_attribute_j_1
0.01
h_l_match_yn
0.01
h_m_match_yn
0.01
person_attribute_a
0.00
h_s_match_yn
0.00
contents_attribute_j
0.00
person_attribute_a_1
0.00
contents_attribute_m
0.00
person_attribute_b
0.00
person_prefer_c
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
d_s_match_yn
CORRELATION RATIO WITH...

person_prefer_h_1_m
0.06
person_prefer_h_1_l
0.06
person_prefer_h_1
0.06
contents_attribute_l_m
0.05
contents_attribute_l
0.05
contents_attribute_l_n
0.05
contents_attribute_l_s
0.05
contents_attribute_l_l
0.05
person_prefer_e
0.05
contents_attribute_h_l
0.04
person_prefer_h_3_l
0.04
person_prefer_d_1_l
0.04
contents_attribute_h_m
0.04
person_prefer_h_3
0.04
h_l_match_yn
MISSING:
---
TOP CATEGORIES

1
399,338
80%
0
102,613
20%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
h_l_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
h_m_match_yn
0.16
h_s_match_yn
0.13
d_s_match_yn
0.01
d_m_match_yn
0.00
contents_attribute_a
0.00
person_attribute_b
0.00
person_attribute_a_1
0.00
contents_attribute_m
0.00
contents_attribute_j
0.00
contents_attribute_j_1
0.00
contents_attribute_c
0.00
person_prefer_c
0.00

THESE FEATURES
GIVE INFORMATION
ON h_l_match_yn:

h_m_match_yn
0.21
h_s_match_yn
0.15
person_attribute_a_1
0.01
person_attribute_b
0.01
contents_attribute_m
0.00
contents_attribute_a
0.00
d_s_match_yn
0.00
d_m_match_yn
0.00
contents_attribute_j_1
0.00
contents_attribute_j
0.00
person_prefer_c
0.00
contents_attribute_c
0.00
dayofweek
0.00
person_attribute_a
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
h_l_match_yn
CORRELATION RATIO WITH...

person_prefer_h_1_m
0.23
person_prefer_h_1
0.23
person_prefer_h_1_l
0.21
person_prefer_h_2_m
0.18
person_prefer_h_2
0.18
contents_attribute_e
0.18
person_prefer_h_2_l
0.17
person_prefer_e
0.11
person_prefer_h_3
0.09
person_prefer_h_3_m
0.08
person_prefer_h_3_l
0.08
person_prefer_d_3_l
0.06
person_prefer_d_1_l
0.06
person_prefer_d_3_m
0.05
h_m_match_yn
MISSING:
---
TOP CATEGORIES

0
318,818
64%
1
183,133
36%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
h_m_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
h_s_match_yn
0.65
h_l_match_yn
0.21
person_attribute_b
0.01
d_s_match_yn
0.01
d_m_match_yn
0.00
contents_attribute_a
0.00
contents_attribute_m
0.00
person_attribute_a_1
0.00
contents_attribute_j
0.00
person_prefer_c
0.00
contents_attribute_j_1
0.00
contents_attribute_c
0.00

THESE FEATURES
GIVE INFORMATION
ON h_m_match_yn:

h_s_match_yn
0.58
h_l_match_yn
0.16
person_attribute_b
0.01
person_attribute_a_1
0.01
contents_attribute_m
0.00
d_m_match_yn
0.00
d_s_match_yn
0.00
contents_attribute_a
0.00
person_prefer_c
0.00
contents_attribute_j_1
0.00
contents_attribute_j
0.00
contents_attribute_c
0.00
d_l_match_yn
0.00
person_attribute_a
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
h_m_match_yn
CORRELATION RATIO WITH...

person_prefer_h_1
0.48
person_prefer_h_1_m
0.47
person_prefer_h_1_l
0.45
contents_attribute_h
0.37
contents_attribute_h_l
0.36
contents_attribute_h_m
0.36
person_prefer_h_3
0.20
person_prefer_h_3_m
0.19
person_rn
0.19
person_prefer_h_3_l
0.18
contents_rn
0.16
contents_attribute_e
0.13
person_prefer_h_2
0.13
person_prefer_h_2_m
0.12
h_s_match_yn
MISSING:
---
TOP CATEGORIES

0
365,322
73%
1
136,629
27%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
h_s_match_yn
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
h_m_match_yn
0.58
h_l_match_yn
0.15
person_attribute_b
0.01
d_s_match_yn
0.00
d_m_match_yn
0.00
contents_attribute_a
0.00
contents_attribute_m
0.00
person_attribute_a_1
0.00
person_prefer_c
0.00
contents_attribute_c
0.00
contents_attribute_j
0.00
contents_attribute_j_1
0.00

THESE FEATURES
GIVE INFORMATION
ON h_s_match_yn:

h_m_match_yn
0.65
h_l_match_yn
0.13
person_attribute_b
0.01
person_attribute_a_1
0.00
contents_attribute_m
0.00
contents_attribute_a
0.00
d_m_match_yn
0.00
d_s_match_yn
0.00
person_prefer_c
0.00
contents_attribute_j_1
0.00
contents_attribute_c
0.00
contents_attribute_j
0.00
d_l_match_yn
0.00
dayofweek
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
h_s_match_yn
CORRELATION RATIO WITH...

person_prefer_h_1
0.33
person_prefer_h_1_m
0.32
person_prefer_h_1_l
0.29
contents_attribute_h
0.23
contents_attribute_h_m
0.23
contents_attribute_h_l
0.22
person_rn
0.15
contents_rn
0.12
person_prefer_h_3
0.11
contents_attribute_e
0.11
person_prefer_h_3_m
0.11
person_prefer_h_3_l
0.10
contents_attribute_l_s
0.07
contents_attribute_l_n
0.07
person_attribute_a
MISSING:
---
TOP CATEGORIES

1
331,260
66%
2
170,691
34%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_attribute_a
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
person_attribute_a_1
0.21
contents_attribute_a
0.02
d_m_match_yn
0.01
d_s_match_yn
0.00
d_l_match_yn
0.00
person_prefer_c
0.00
contents_attribute_j_1
0.00
h_l_match_yn
0.00
contents_attribute_j
0.00
person_attribute_b
0.00
h_m_match_yn
0.00
contents_attribute_m
0.00

THESE FEATURES
GIVE INFORMATION
ON person_attribute_a:

person_attribute_a_1
0.64
contents_attribute_a
0.03
d_m_match_yn
0.01
d_s_match_yn
0.00
d_l_match_yn
0.00
contents_attribute_j_1
0.00
person_prefer_c
0.00
person_attribute_b
0.00
contents_attribute_j
0.00
h_l_match_yn
0.00
contents_attribute_m
0.00
h_m_match_yn
0.00
target
0.00
h_s_match_yn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_attribute_a
CORRELATION RATIO WITH...

person_prefer_e
0.17
contents_attribute_e
0.11
person_prefer_d_1_n
0.09
person_prefer_d_1
0.09
person_prefer_d_1_s
0.09
person_prefer_d_1_m
0.09
person_prefer_d_1_l
0.07
person_prefer_d_2_n
0.07
person_prefer_d_2_s
0.07
person_prefer_d_2
0.07
person_prefer_d_2_m
0.07
person_prefer_d_2_l
0.06
contents_attribute_d_n
0.05
contents_attribute_d
0.05
person_attribute_a_1
MISSING:
---
TOP CATEGORIES

0
158,626
32%
1
61,195
12%
5
57,783
12%
2
51,895
10%
6
49,820
10%
3
46,340
9%
4
44,325
9%
7
31,967
6%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_attribute_a_1
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
person_attribute_a
0.64
contents_attribute_a
0.02
h_l_match_yn
0.01
h_m_match_yn
0.01
h_s_match_yn
0.00
person_prefer_c
0.00
person_attribute_b
0.00
contents_attribute_j_1
0.00
d_m_match_yn
0.00
d_s_match_yn
0.00
contents_attribute_j
0.00
contents_attribute_c
0.00

THESE FEATURES
GIVE INFORMATION
ON person_attribute_a_1:

person_attribute_a
0.21
contents_attribute_a
0.01
person_attribute_b
0.00
h_l_match_yn
0.00
contents_attribute_j_1
0.00
person_prefer_c
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00
d_m_match_yn
0.00
contents_attribute_m
0.00
d_s_match_yn
0.00
contents_attribute_j
0.00
d_l_match_yn
0.00
target
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_attribute_a_1
CORRELATION RATIO WITH...

person_prefer_e
0.24
contents_attribute_e
0.19
person_prefer_d_1_n
0.09
person_prefer_d_1
0.09
person_prefer_d_1_s
0.09
person_prefer_d_1_m
0.09
person_prefer_d_1_l
0.08
contents_attribute_l_l
0.08
person_prefer_d_2_m
0.07
person_prefer_d_2_s
0.07
person_prefer_d_2_n
0.07
person_prefer_d_2
0.07
person_prefer_d_2_l
0.07
person_prefer_h_1_m
0.07
person_attribute_b
MISSING:
---
TOP CATEGORIES

2
223,884
45%
3
139,489
28%
4
121,200
24%
1
10,150
2%
5
7,123
1%
0
105
<1%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_attribute_b
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
h_s_match_yn
0.01
h_m_match_yn
0.01
contents_attribute_j_1
0.01
h_l_match_yn
0.01
contents_attribute_m
0.00
person_prefer_c
0.00
person_attribute_a_1
0.00
contents_attribute_a
0.00
contents_attribute_c
0.00
person_attribute_a
0.00
contents_attribute_j
0.00
d_l_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON person_attribute_b:

contents_attribute_j_1
0.01
h_s_match_yn
0.01
h_m_match_yn
0.01
contents_attribute_m
0.00
person_attribute_a_1
0.00
person_prefer_c
0.00
h_l_match_yn
0.00
contents_attribute_a
0.00
contents_attribute_c
0.00
person_attribute_a
0.00
contents_attribute_j
0.00
d_l_match_yn
0.00
target
0.00
dayofweek
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_attribute_b
CORRELATION RATIO WITH...

person_prefer_d_1
0.31
person_prefer_d_1_n
0.31
person_prefer_d_1_s
0.31
person_prefer_d_2
0.31
person_prefer_d_2_n
0.31
person_prefer_d_2_s
0.31
person_prefer_d_1_m
0.30
person_prefer_d_1_l
0.30
person_prefer_d_3_s
0.30
person_prefer_d_3
0.30
person_prefer_d_3_n
0.30
person_prefer_d_2_m
0.30
person_prefer_d_2_l
0.30
person_prefer_d_3_l
0.30
person_prefer_c
MISSING:
---
TOP CATEGORIES

1
304,571
61%
5
156,688
31%
2
20,223
4%
3
15,665
3%
4
4,804
<1%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_prefer_c
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_c
0.01
contents_attribute_j_1
0.00
contents_attribute_m
0.00
person_attribute_b
0.00
person_attribute_a
0.00
h_s_match_yn
0.00
person_attribute_a_1
0.00
h_m_match_yn
0.00
h_l_match_yn
0.00
d_l_match_yn
0.00
contents_attribute_k
0.00
contents_attribute_j
0.00

THESE FEATURES
GIVE INFORMATION
ON person_prefer_c:

contents_attribute_c
0.01
contents_attribute_m
0.00
person_attribute_a_1
0.00
contents_attribute_j_1
0.00
person_attribute_b
0.00
person_attribute_a
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
h_l_match_yn
0.00
d_l_match_yn
0.00
contents_attribute_j
0.00
contents_attribute_a
0.00
dayofweek
0.00
target
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_prefer_c
CORRELATION RATIO WITH...

contents_attribute_l_l
0.12
contents_attribute_l_m
0.11
contents_attribute_l_s
0.11
contents_attribute_l_n
0.11
contents_attribute_l
0.11
person_prefer_e
0.09
contents_attribute_e
0.07
person_prefer_h_1_m
0.04
person_prefer_h_2_m
0.04
person_prefer_h_2
0.04
person_prefer_h_2_l
0.04
person_prefer_h_1
0.04
person_prefer_d_2_l
0.04
person_prefer_d_1_l
0.04
person_prefer_d_1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_1_n
1.00
person_prefer_d_1_s
1.00
person_prefer_d_1_m
1.00
person_prefer_d_1_l
0.99
person_prefer_d_3_l
0.81
person_prefer_d_3_s
0.81
person_prefer_d_3
0.81
person_prefer_d_3_n
0.81
person_prefer_d_3_m
0.80
person_prefer_d_2_l
0.78
person_prefer_d_2_s
0.78
person_prefer_d_2_n
0.78
person_prefer_d_2
0.78
person_prefer_d_2_m
0.78

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
person_attribute_a_1
0.09
person_attribute_a
0.09
contents_attribute_j_1
0.08
h_l_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
d_s_match_yn
0.03
d_l_match_yn
0.03
target
0.03
contents_attribute_i
0.03
d_m_match_yn
0.02
MOST FREQUENT VALUES

114
41,720
8.3%
102
25,470
5.1%
1227
24,337
4.8%
181
13,213
2.6%
857
13,059
2.6%
452
9,323
1.9%
851
8,389
1.7%
175
8,384
1.7%
122
8,063
1.6%
110
7,944
1.6%
95
7,322
1.5%
514
7,003
1.4%
113
6,731
1.3%
1086
6,279
1.3%
147
6,134
1.2%
SMALLEST VALUES

4
7
<0.1%
5
75
<0.1%
7
11
<0.1%
8
870
0.2%
9
123
<0.1%
10
597
0.1%
11
270
<0.1%
12
693
0.1%
13
223
<0.1%
14
85
<0.1%
15
73
<0.1%
17
29
<0.1%
18
116
<0.1%
19
32
<0.1%
20
98
<0.1%
LARGEST VALUES

1258
4
<0.1%
1257
11
<0.1%
1256
56
<0.1%
1255
95
<0.1%
1254
50
<0.1%
1253
4
<0.1%
1252
10
<0.1%
1250
24
<0.1%
1249
51
<0.1%
1247
21
<0.1%
1246
104
<0.1%
1245
16
<0.1%
1243
73
<0.1%
1242
145
<0.1%
1241
143
<0.1%
person_prefer_d_2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_2_n
1.00
person_prefer_d_2_s
1.00
person_prefer_d_2_m
1.00
person_prefer_d_2_l
0.99
person_prefer_d_1_s
0.78
person_prefer_d_1
0.78
person_prefer_d_1_n
0.78
person_prefer_d_1_m
0.77
person_prefer_d_1_l
0.77
person_prefer_d_3_l
0.75
person_prefer_d_3_s
0.74
person_prefer_d_3
0.74
person_prefer_d_3_n
0.74
person_prefer_d_3_m
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
contents_attribute_j_1
0.08
person_attribute_a_1
0.07
person_attribute_a
0.07
d_l_match_yn
0.05
d_m_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
h_l_match_yn
0.03
target
0.03
contents_attribute_i
0.02
contents_attribute_k
0.02
MOST FREQUENT VALUES

181
49,859
9.9%
1086
19,260
3.8%
175
16,558
3.3%
102
14,693
2.9%
113
13,769
2.7%
851
13,041
2.6%
1227
11,638
2.3%
114
10,597
2.1%
857
10,429
2.1%
46
7,775
1.5%
147
7,318
1.5%
95
6,867
1.4%
110
6,554
1.3%
453
6,537
1.3%
464
6,388
1.3%
SMALLEST VALUES

4
1
<0.1%
5
7
<0.1%
7
8
<0.1%
8
1,086
0.2%
9
92
<0.1%
10
288
<0.1%
11
229
<0.1%
12
494
<0.1%
13
78
<0.1%
14
141
<0.1%
15
84
<0.1%
17
11
<0.1%
18
81
<0.1%
19
33
<0.1%
20
28
<0.1%
LARGEST VALUES

1258
5
<0.1%
1257
3
<0.1%
1256
68
<0.1%
1255
173
<0.1%
1254
83
<0.1%
1253
4
<0.1%
1252
9
<0.1%
1250
7
<0.1%
1249
38
<0.1%
1247
7
<0.1%
1246
29
<0.1%
1245
8
<0.1%
1243
78
<0.1%
1242
127
<0.1%
1241
290
<0.1%
person_prefer_d_3
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_3_n
1.00
person_prefer_d_3_s
1.00
person_prefer_d_3_m
1.00
person_prefer_d_3_l
0.99
person_prefer_d_1_l
0.81
person_prefer_d_1_s
0.81
person_prefer_d_1
0.81
person_prefer_d_1_n
0.81
person_prefer_d_1_m
0.80
person_prefer_d_2_l
0.75
person_prefer_d_2_s
0.74
person_prefer_d_2
0.74
person_prefer_d_2_m
0.74
person_prefer_d_2_n
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_j_1
0.12
contents_attribute_a
0.07
person_attribute_a_1
0.06
d_l_match_yn
0.05
h_l_match_yn
0.05
person_attribute_a
0.05
contents_attribute_c
0.04
d_m_match_yn
0.04
person_prefer_c
0.03
contents_attribute_i
0.02
target
0.02
d_s_match_yn
0.02
MOST FREQUENT VALUES

175
49,049
9.8%
857
27,014
5.4%
114
26,647
5.3%
95
23,355
4.7%
1227
16,177
3.2%
145
12,688
2.5%
122
9,331
1.9%
1085
8,963
1.8%
1228
8,877
1.8%
1086
7,810
1.6%
182
7,784
1.6%
102
7,524
1.5%
1084
7,340
1.5%
147
7,314
1.5%
101
6,948
1.4%
SMALLEST VALUES

4
5
<0.1%
5
38
<0.1%
7
1
<0.1%
8
204
<0.1%
9
78
<0.1%
10
122
<0.1%
11
60
<0.1%
12
702
0.1%
13
46
<0.1%
14
42
<0.1%
15
8
<0.1%
17
10
<0.1%
18
90
<0.1%
19
8
<0.1%
20
37
<0.1%
LARGEST VALUES

1258
7
<0.1%
1257
6
<0.1%
1256
257
<0.1%
1255
69
<0.1%
1254
104
<0.1%
1253
3
<0.1%
1250
12
<0.1%
1249
34
<0.1%
1247
3
<0.1%
1246
14
<0.1%
1243
13
<0.1%
1242
249
<0.1%
1241
63
<0.1%
1240
23
<0.1%
1239
10
<0.1%
person_prefer_e
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_e
0.25
contents_attribute_l_l
-0.09
contents_attribute_l_s
-0.07
contents_attribute_l
-0.07
contents_attribute_l_n
-0.07
contents_attribute_l_m
-0.07
person_prefer_d_3_l
0.07
person_prefer_d_3_m
0.06
person_prefer_d_3_s
0.05
person_prefer_d_3
0.05
person_prefer_d_3_n
0.05
person_prefer_d_1_l
0.04
person_prefer_d_2_l
0.04
contents_attribute_d_l
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_a_1
0.24
person_attribute_a
0.17
contents_attribute_a
0.13
h_l_match_yn
0.11
contents_attribute_j_1
0.10
person_prefer_c
0.09
contents_attribute_m
0.09
h_m_match_yn
0.07
h_s_match_yn
0.07
contents_attribute_c
0.06
contents_attribute_j
0.05
person_attribute_b
0.05
d_s_match_yn
0.05
d_m_match_yn
0.04
MOST FREQUENT VALUES

4
160,100
31.9%
3
139,683
27.8%
5
81,635
16.3%
0
66,676
13.3%
6
31,407
6.3%
7
8,641
1.7%
8
6,259
1.2%
2
2,323
0.5%
10
1,936
0.4%
9
1,473
0.3%
11
1,452
0.3%
1
366
<0.1%
SMALLEST VALUES

0
66,676
13.3%
1
366
<0.1%
2
2,323
0.5%
3
139,683
27.8%
4
160,100
31.9%
5
81,635
16.3%
6
31,407
6.3%
7
8,641
1.7%
8
6,259
1.2%
9
1,473
0.3%
10
1,936
0.4%
11
1,452
0.3%
LARGEST VALUES

11
1,452
0.3%
10
1,936
0.4%
9
1,473
0.3%
8
6,259
1.2%
7
8,641
1.7%
6
31,407
6.3%
5
81,635
16.3%
4
160,100
31.9%
3
139,683
27.8%
2
2,323
0.5%
1
366
<0.1%
0
66,676
13.3%
person_prefer_f
MISSING:
---
TOP CATEGORIES

1
501,951
100%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_prefer_f
PROVIDES INFORMATION ON...

person_prefer_g
1.00
contents_attribute_k
0.00
person_attribute_a
0.00
d_s_match_yn
0.00
d_m_match_yn
0.00
h_l_match_yn
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00
person_attribute_a_1
0.00
person_attribute_b
0.00
person_prefer_c
0.00
contents_attribute_i
0.00
contents_attribute_a
0.00
contents_attribute_j_1
0.00

THESE FEATURES
GIVE INFORMATION
ON person_prefer_f:

d_l_match_yn
1.00
d_m_match_yn
1.00
d_s_match_yn
1.00
h_l_match_yn
1.00
h_m_match_yn
1.00
h_s_match_yn
1.00
person_attribute_a
1.00
person_attribute_a_1
1.00
person_attribute_b
1.00
person_prefer_c
1.00
person_prefer_g
1.00
contents_attribute_i
1.00
contents_attribute_a
1.00
contents_attribute_j_1
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_prefer_f
CORRELATION RATIO WITH...

person_prefer_d_1
0.00
person_prefer_d_2
0.00
person_prefer_d_3
0.00
person_prefer_e
0.00
person_prefer_h_1
0.00
person_prefer_h_2
0.00
person_prefer_h_3
0.00
contents_attribute_l
0.00
contents_attribute_d
0.00
contents_attribute_e
0.00
contents_attribute_h
0.00
person_rn
0.00
contents_rn
0.00
person_prefer_d_1_n
0.00
person_prefer_g
MISSING:
---
TOP CATEGORIES

1
501,951
100%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
person_prefer_g
PROVIDES INFORMATION ON...

person_prefer_f
1.00
contents_attribute_k
0.00
person_attribute_a
0.00
d_s_match_yn
0.00
d_m_match_yn
0.00
h_l_match_yn
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00
person_attribute_a_1
0.00
person_attribute_b
0.00
person_prefer_c
0.00
contents_attribute_i
0.00
contents_attribute_a
0.00
contents_attribute_j_1
0.00

THESE FEATURES
GIVE INFORMATION
ON person_prefer_g:

d_l_match_yn
1.00
d_m_match_yn
1.00
d_s_match_yn
1.00
h_l_match_yn
1.00
h_m_match_yn
1.00
h_s_match_yn
1.00
person_attribute_a
1.00
person_attribute_a_1
1.00
person_attribute_b
1.00
person_prefer_c
1.00
person_prefer_f
1.00
contents_attribute_i
1.00
contents_attribute_a
1.00
contents_attribute_j_1
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
person_prefer_g
CORRELATION RATIO WITH...

person_prefer_d_1
0.00
person_prefer_d_2
0.00
person_prefer_d_3
0.00
person_prefer_e
0.00
person_prefer_h_1
0.00
person_prefer_h_2
0.00
person_prefer_h_3
0.00
contents_attribute_l
0.00
contents_attribute_d
0.00
contents_attribute_e
0.00
contents_attribute_h
0.00
person_rn
0.00
contents_rn
0.00
person_prefer_d_1_n
0.00
person_prefer_h_1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_1_m
1.00
person_prefer_h_1_l
0.99
contents_attribute_h_l
0.74
contents_attribute_h_m
0.73
contents_attribute_h
0.73
person_prefer_h_3
0.46
person_prefer_h_3_l
0.46
person_prefer_h_3_m
0.45
person_prefer_h_2
0.41
person_prefer_h_2_l
0.41
person_prefer_h_2_m
0.40
person_rn
0.25
contents_rn
0.17
contents_attribute_l_n
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.48
h_s_match_yn
0.33
h_l_match_yn
0.23
contents_attribute_m
0.14
person_attribute_b
0.07
d_m_match_yn
0.07
person_attribute_a_1
0.07
d_s_match_yn
0.06
contents_attribute_a
0.05
target
0.04
person_prefer_c
0.04
d_l_match_yn
0.04
person_attribute_a
0.03
contents_attribute_c
0.03
MOST FREQUENT VALUES

4
35,257
7.0%
31
31,393
6.3%
2
22,458
4.5%
59
20,938
4.2%
49
19,155
3.8%
72
13,124
2.6%
279
12,853
2.6%
86
12,664
2.5%
288
10,256
2.0%
95
9,899
2.0%
116
8,005
1.6%
79
7,712
1.5%
127
7,673
1.5%
109
7,451
1.5%
258
7,408
1.5%
SMALLEST VALUES

2
22,458
4.5%
4
35,257
7.0%
5
426
<0.1%
6
350
<0.1%
7
269
<0.1%
8
393
<0.1%
9
634
0.1%
10
473
<0.1%
11
615
0.1%
12
392
<0.1%
13
651
0.1%
14
478
<0.1%
15
1,026
0.2%
16
774
0.2%
17
410
<0.1%
LARGEST VALUES

313
114
<0.1%
311
345
<0.1%
310
2,045
0.4%
309
1,174
0.2%
301
31
<0.1%
300
124
<0.1%
299
56
<0.1%
298
62
<0.1%
297
50
<0.1%
296
33
<0.1%
295
223
<0.1%
294
359
<0.1%
293
885
0.2%
292
62
<0.1%
291
4,806
1.0%
person_prefer_h_2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_2_m
1.00
person_prefer_h_2_l
0.99
person_prefer_h_1_l
0.43
person_prefer_h_1_m
0.41
person_prefer_h_1
0.41
contents_attribute_h_l
0.39
contents_attribute_h_m
0.38
contents_attribute_h
0.37
person_prefer_h_3_l
0.35
person_prefer_h_3_m
0.34
person_prefer_h_3
0.34
contents_attribute_l
-0.04
contents_attribute_l_n
-0.04
contents_attribute_l_s
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_l_match_yn
0.18
h_m_match_yn
0.13
contents_attribute_m
0.07
person_attribute_b
0.05
person_attribute_a_1
0.05
d_m_match_yn
0.04
person_prefer_c
0.04
d_s_match_yn
0.04
target
0.04
person_attribute_a
0.04
contents_attribute_j_1
0.03
d_l_match_yn
0.03
contents_attribute_a
0.03
contents_attribute_j
0.02
MOST FREQUENT VALUES

95
42,383
8.4%
4
36,033
7.2%
278
32,846
6.5%
251
23,068
4.6%
31
15,713
3.1%
59
13,137
2.6%
227
13,033
2.6%
279
12,518
2.5%
189
10,346
2.1%
116
8,825
1.8%
96
8,724
1.7%
119
7,588
1.5%
210
7,585
1.5%
2
7,254
1.4%
150
6,402
1.3%
SMALLEST VALUES

2
7,254
1.4%
4
36,033
7.2%
5
577
0.1%
6
494
<0.1%
7
326
<0.1%
8
366
<0.1%
9
909
0.2%
10
406
<0.1%
11
540
0.1%
12
383
<0.1%
13
852
0.2%
14
661
0.1%
15
1,638
0.3%
16
547
0.1%
17
639
0.1%
LARGEST VALUES

313
1,162
0.2%
311
189
<0.1%
310
217
<0.1%
309
671
0.1%
301
38
<0.1%
300
54
<0.1%
299
65
<0.1%
298
90
<0.1%
297
62
<0.1%
296
31
<0.1%
295
213
<0.1%
294
277
<0.1%
293
1,831
0.4%
292
69
<0.1%
291
4,913
1.0%
person_prefer_h_3
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_3_m
1.00
person_prefer_h_3_l
0.99
person_prefer_h_1_l
0.48
person_prefer_h_1_m
0.47
person_prefer_h_1
0.46
contents_attribute_h_l
0.44
contents_attribute_h_m
0.43
contents_attribute_h
0.42
person_prefer_h_2_l
0.35
person_prefer_h_2_m
0.34
person_prefer_h_2
0.34
contents_attribute_l_l
-0.07
contents_attribute_l
-0.07
contents_attribute_l_n
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.20
h_s_match_yn
0.11
contents_attribute_m
0.10
h_l_match_yn
0.09
d_m_match_yn
0.05
person_attribute_b
0.05
person_attribute_a_1
0.04
d_s_match_yn
0.04
contents_attribute_j_1
0.03
contents_attribute_i
0.03
person_prefer_c
0.03
contents_attribute_a
0.03
target
0.03
d_l_match_yn
0.03
MOST FREQUENT VALUES

59
36,745
7.3%
95
33,260
6.6%
4
29,087
5.8%
86
27,323
5.4%
278
21,123
4.2%
258
18,309
3.6%
288
18,249
3.6%
2
17,665
3.5%
49
15,965
3.2%
109
12,885
2.6%
106
12,317
2.5%
93
12,188
2.4%
96
9,894
2.0%
116
8,493
1.7%
209
7,933
1.6%
SMALLEST VALUES

2
17,665
3.5%
4
29,087
5.8%
5
731
0.1%
6
483
<0.1%
7
264
<0.1%
8
311
<0.1%
9
400
<0.1%
10
398
<0.1%
11
394
<0.1%
12
261
<0.1%
13
687
0.1%
14
930
0.2%
15
1,923
0.4%
16
737
0.1%
17
527
0.1%
LARGEST VALUES

313
824
0.2%
311
39
<0.1%
310
40
<0.1%
309
459
<0.1%
301
65
<0.1%
300
21
<0.1%
299
26
<0.1%
298
198
<0.1%
297
38
<0.1%
296
34
<0.1%
295
276
<0.1%
294
226
<0.1%
293
836
0.2%
292
83
<0.1%
291
4,134
0.8%
contents_attribute_i
MISSING:
---
TOP CATEGORIES

3
341,052
68%
1
116,273
23%
2
44,626
9%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_i
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_j_1
0.00
contents_attribute_c
0.00
contents_attribute_j
0.00
contents_attribute_m
0.00
contents_attribute_k
0.00
contents_attribute_a
0.00
h_l_match_yn
0.00
person_prefer_c
0.00
d_l_match_yn
0.00
target
0.00
person_attribute_a_1
0.00
h_s_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_i:

contents_attribute_j_1
0.01
contents_attribute_m
0.00
contents_attribute_c
0.00
contents_attribute_j
0.00
contents_attribute_a
0.00
person_prefer_c
0.00
person_attribute_a_1
0.00
d_l_match_yn
0.00
h_l_match_yn
0.00
contents_attribute_k
0.00
target
0.00
h_s_match_yn
0.00
person_attribute_b
0.00
person_attribute_a
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_i
CORRELATION RATIO WITH...

contents_attribute_l_l
0.10
contents_attribute_l
0.09
contents_attribute_l_n
0.09
contents_attribute_l_s
0.09
contents_attribute_l_m
0.09
contents_rn
0.03
person_prefer_h_3_l
0.03
person_prefer_e
0.03
person_prefer_h_3_m
0.03
contents_attribute_h_m
0.03
person_prefer_h_3
0.03
contents_attribute_h_l
0.03
person_rn
0.03
contents_attribute_h
0.03
contents_attribute_a
MISSING:
---
TOP CATEGORIES

3
308,855
62%
1
141,895
28%
2
51,201
10%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_a
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
person_attribute_a
0.03
d_m_match_yn
0.02
person_attribute_a_1
0.01
d_s_match_yn
0.01
d_l_match_yn
0.01
h_l_match_yn
0.00
contents_attribute_j_1
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
contents_attribute_j
0.00
person_attribute_b
0.00
contents_attribute_c
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_a:

person_attribute_a_1
0.02
person_attribute_a
0.02
d_m_match_yn
0.01
d_s_match_yn
0.00
contents_attribute_j_1
0.00
d_l_match_yn
0.00
h_l_match_yn
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00
person_attribute_b
0.00
contents_attribute_c
0.00
contents_attribute_m
0.00
contents_attribute_j
0.00
person_prefer_c
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_a
CORRELATION RATIO WITH...

contents_attribute_e
0.31
contents_attribute_d_n
0.16
contents_attribute_d
0.16
contents_attribute_d_s
0.15
contents_attribute_d_m
0.15
person_prefer_e
0.13
contents_attribute_d_l
0.13
person_prefer_d_1_n
0.09
person_prefer_d_1
0.09
person_prefer_d_1_s
0.09
person_prefer_d_1_m
0.09
person_prefer_d_2_n
0.09
person_prefer_d_2
0.09
person_prefer_d_2_s
0.09
contents_attribute_j_1
MISSING:
---
TOP CATEGORIES

5
330,790
66%
10
89,307
18%
3
30,664
6%
4
19,649
4%
9
19,115
4%
6
10,808
2%
2
1,416
<1%
8
137
<1%
1
65
<1%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_j_1
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_j
1.00
contents_attribute_c
0.05
contents_attribute_m
0.03
contents_attribute_k
0.03
target
0.01
d_s_match_yn
0.01
d_m_match_yn
0.01
person_attribute_b
0.01
contents_attribute_i
0.01
contents_attribute_a
0.00
person_prefer_c
0.00
h_l_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_j_1:

contents_attribute_j
0.50
contents_attribute_m
0.04
contents_attribute_c
0.03
person_attribute_b
0.01
target
0.01
contents_attribute_k
0.00
contents_attribute_i
0.00
person_attribute_a_1
0.00
d_m_match_yn
0.00
contents_attribute_a
0.00
person_prefer_c
0.00
d_s_match_yn
0.00
d_l_match_yn
0.00
h_l_match_yn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_j_1
CORRELATION RATIO WITH...

contents_attribute_l_l
0.60
contents_attribute_l_m
0.51
contents_attribute_l
0.51
contents_attribute_l_s
0.51
contents_attribute_l_n
0.51
contents_attribute_e
0.23
person_prefer_d_3_s
0.12
person_prefer_d_3_n
0.12
person_prefer_d_3
0.12
person_prefer_d_3_m
0.12
person_prefer_d_3_l
0.12
contents_attribute_d
0.11
contents_attribute_d_n
0.11
contents_attribute_d_s
0.11
contents_attribute_j
MISSING:
---
TOP CATEGORIES

1
382,584
76%
2
119,367
24%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_j
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_j_1
0.50
contents_attribute_k
0.02
contents_attribute_c
0.01
d_s_match_yn
0.00
h_l_match_yn
0.00
contents_attribute_i
0.00
d_m_match_yn
0.00
contents_attribute_m
0.00
h_m_match_yn
0.00
target
0.00
contents_attribute_a
0.00
h_s_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_j:

contents_attribute_j_1
1.00
contents_attribute_c
0.01
contents_attribute_k
0.01
contents_attribute_m
0.00
contents_attribute_i
0.00
d_s_match_yn
0.00
person_attribute_a_1
0.00
h_l_match_yn
0.00
d_m_match_yn
0.00
contents_attribute_a
0.00
target
0.00
h_m_match_yn
0.00
person_attribute_b
0.00
person_prefer_c
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_j
CORRELATION RATIO WITH...

contents_attribute_e
0.15
contents_attribute_l_l
0.15
contents_attribute_l
0.13
contents_attribute_l_n
0.13
contents_attribute_l_s
0.13
contents_attribute_l_m
0.13
contents_attribute_d_l
0.06
person_prefer_e
0.05
contents_attribute_d_m
0.05
person_rn
0.05
contents_attribute_d_s
0.05
contents_attribute_d
0.05
contents_attribute_d_n
0.05
contents_rn
0.05
contents_attribute_c
MISSING:
---
TOP CATEGORIES

1
401,409
80%
3
82,929
17%
2
12,459
2%
4
5,154
1%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_c
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_m
0.03
contents_attribute_j_1
0.03
contents_attribute_k
0.02
contents_attribute_j
0.01
person_prefer_c
0.01
contents_attribute_i
0.00
d_l_match_yn
0.00
target
0.00
h_l_match_yn
0.00
h_s_match_yn
0.00
contents_attribute_a
0.00
h_m_match_yn
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_c:

contents_attribute_m
0.06
contents_attribute_j_1
0.05
contents_attribute_j
0.01
person_prefer_c
0.01
contents_attribute_k
0.01
contents_attribute_i
0.00
d_l_match_yn
0.00
target
0.00
person_attribute_b
0.00
contents_attribute_a
0.00
person_attribute_a_1
0.00
h_l_match_yn
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_c
CORRELATION RATIO WITH...

contents_attribute_e
0.31
contents_attribute_l_l
0.29
contents_attribute_l_m
0.27
contents_attribute_l_s
0.27
contents_attribute_l_n
0.27
contents_attribute_l
0.27
contents_rn
0.06
person_prefer_e
0.06
contents_attribute_h
0.05
contents_attribute_h_m
0.05
person_prefer_d_3
0.04
person_prefer_d_3_n
0.04
person_prefer_d_3_s
0.04
person_prefer_d_3_l
0.04
contents_attribute_k
MISSING:
---
TOP CATEGORIES

2
483,533
96%
1
18,418
4%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_k
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_j
0.01
contents_attribute_c
0.01
contents_attribute_j_1
0.00
contents_attribute_m
0.00
target
0.00
d_l_match_yn
0.00
contents_attribute_i
0.00
person_prefer_c
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
d_m_match_yn
0.00
contents_attribute_a
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_k:

contents_attribute_j_1
0.03
contents_attribute_j
0.02
contents_attribute_c
0.02
contents_attribute_m
0.01
target
0.00
d_l_match_yn
0.00
person_prefer_c
0.00
contents_attribute_i
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
contents_attribute_a
0.00
person_attribute_a_1
0.00
person_attribute_b
0.00
d_m_match_yn
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_k
CORRELATION RATIO WITH...

contents_attribute_e
0.06
contents_attribute_l
0.06
contents_attribute_l_n
0.06
contents_attribute_l_s
0.05
contents_attribute_l_l
0.05
contents_attribute_l_m
0.05
person_prefer_d_3_n
0.02
person_prefer_d_3
0.02
person_prefer_d_3_s
0.02
person_prefer_d_3_m
0.02
person_prefer_d_3_l
0.02
person_prefer_d_1
0.02
person_prefer_d_1_n
0.02
person_prefer_d_1_s
0.02
contents_attribute_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_l_n
1.00
contents_attribute_l_s
1.00
contents_attribute_l_m
1.00
contents_attribute_l_l
0.94
contents_attribute_d
-0.24
contents_attribute_d_n
-0.24
contents_attribute_d_s
-0.24
contents_attribute_d_m
-0.23
contents_attribute_d_l
-0.19
person_prefer_d_3_n
-0.17
person_prefer_d_3
-0.17
person_prefer_d_3_s
-0.17
person_prefer_d_3_m
-0.17
person_prefer_d_3_l
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.51
contents_attribute_m
0.43
contents_attribute_c
0.27
contents_attribute_j
0.13
person_attribute_b
0.13
person_prefer_c
0.11
contents_attribute_i
0.09
h_s_match_yn
0.07
person_attribute_a_1
0.06
d_m_match_yn
0.06
contents_attribute_k
0.06
d_s_match_yn
0.05
h_m_match_yn
0.04
d_l_match_yn
0.04
MOST FREQUENT VALUES

759
15,373
3.1%
1648
11,984
2.4%
1835
10,967
2.2%
861
9,899
2.0%
572
9,604
1.9%
953
9,101
1.8%
1851
8,245
1.6%
693
7,899
1.6%
1582
6,797
1.4%
597
6,506
1.3%
1151
6,322
1.3%
1021
5,711
1.1%
728
4,857
1.0%
1662
4,765
0.9%
440
4,557
0.9%
SMALLEST VALUES

1
128
<0.1%
2
1
<0.1%
4
123
<0.1%
6
98
<0.1%
7
30
<0.1%
8
53
<0.1%
9
1
<0.1%
10
40
<0.1%
11
7
<0.1%
12
13
<0.1%
13
129
<0.1%
15
15
<0.1%
16
69
<0.1%
17
138
<0.1%
18
13
<0.1%
LARGEST VALUES

2013
2
<0.1%
2010
2
<0.1%
2003
2
<0.1%
1999
3
<0.1%
1998
7
<0.1%
1995
29
<0.1%
1992
4
<0.1%
1991
22
<0.1%
1987
904
0.2%
1986
14
<0.1%
1985
41
<0.1%
1984
92
<0.1%
1982
82
<0.1%
1981
12
<0.1%
1980
109
<0.1%
contents_attribute_d
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_d_n
1.00
contents_attribute_d_s
1.00
contents_attribute_d_m
1.00
contents_attribute_d_l
0.99
person_prefer_d_1
0.58
person_prefer_d_1_n
0.58
person_prefer_d_1_s
0.58
person_prefer_d_1_l
0.58
person_prefer_d_1_m
0.58
person_prefer_d_2_l
0.56
person_prefer_d_2_m
0.56
person_prefer_d_2_s
0.56
person_prefer_d_2_n
0.56
person_prefer_d_2
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.25
contents_attribute_m
0.20
d_l_match_yn
0.16
contents_attribute_a
0.16
contents_attribute_j_1
0.11
d_m_match_yn
0.09
target
0.07
person_attribute_a_1
0.06
person_attribute_a
0.05
contents_attribute_j
0.05
contents_attribute_c
0.04
h_l_match_yn
0.04
person_prefer_c
0.02
contents_attribute_i
0.02
MOST FREQUENT VALUES

1227
24,668
4.9%
114
23,028
4.6%
857
18,808
3.7%
102
18,721
3.7%
181
12,792
2.5%
118
9,898
2.0%
117
9,621
1.9%
95
8,040
1.6%
147
7,851
1.6%
453
7,535
1.5%
112
7,259
1.4%
851
5,665
1.1%
452
5,468
1.1%
120
5,201
1.0%
122
5,092
1.0%
SMALLEST VALUES

4
5
<0.1%
5
35
<0.1%
7
10
<0.1%
8
431
<0.1%
9
107
<0.1%
10
255
<0.1%
11
26
<0.1%
12
361
<0.1%
13
82
<0.1%
14
30
<0.1%
15
20
<0.1%
17
13
<0.1%
18
13
<0.1%
20
26
<0.1%
21
125
<0.1%
LARGEST VALUES

1258
4
<0.1%
1257
34
<0.1%
1256
15
<0.1%
1255
435
<0.1%
1254
86
<0.1%
1253
10
<0.1%
1252
52
<0.1%
1250
24
<0.1%
1249
55
<0.1%
1247
21
<0.1%
1246
293
<0.1%
1245
36
<0.1%
1243
78
<0.1%
1242
249
<0.1%
1241
117
<0.1%
contents_attribute_m
MISSING:
---
TOP CATEGORIES

1
272,885
54%
4
86,367
17%
5
67,639
13%
2
57,114
11%
3
17,946
4%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contents_attribute_m
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
contents_attribute_c
0.06
contents_attribute_j_1
0.04
contents_attribute_k
0.01
person_attribute_b
0.00
h_l_match_yn
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
contents_attribute_i
0.00
person_prefer_c
0.00
contents_attribute_j
0.00
d_l_match_yn
0.00
contents_attribute_a
0.00

THESE FEATURES
GIVE INFORMATION
ON contents_attribute_m:

contents_attribute_j_1
0.03
contents_attribute_c
0.03
person_attribute_b
0.00
person_prefer_c
0.00
contents_attribute_i
0.00
h_s_match_yn
0.00
h_m_match_yn
0.00
h_l_match_yn
0.00
contents_attribute_j
0.00
contents_attribute_k
0.00
d_l_match_yn
0.00
person_attribute_a_1
0.00
contents_attribute_a
0.00
target
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contents_attribute_m
CORRELATION RATIO WITH...

contents_attribute_l_l
0.45
contents_attribute_l_s
0.43
contents_attribute_l_n
0.43
contents_attribute_l
0.43
contents_attribute_l_m
0.43
contents_attribute_e
0.23
contents_attribute_d
0.20
contents_attribute_d_n
0.20
contents_attribute_d_s
0.20
contents_attribute_d_l
0.20
contents_attribute_d_m
0.20
contents_attribute_h
0.19
contents_attribute_h_m
0.19
contents_attribute_h_l
0.18
contents_attribute_e
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_e
0.25
contents_attribute_l_l
-0.19
contents_attribute_l
-0.16
contents_attribute_l_s
-0.16
contents_attribute_l_n
-0.16
contents_attribute_l_m
-0.16
person_prefer_d_3_l
0.10
person_prefer_d_3_m
0.09
person_prefer_d_3_s
0.09
person_prefer_d_3_n
0.09
person_prefer_d_3
0.09
person_prefer_d_1_l
0.07
person_prefer_d_2_l
0.07
person_prefer_d_2_m
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_c
0.31
contents_attribute_a
0.31
contents_attribute_m
0.23
contents_attribute_j_1
0.23
person_attribute_a_1
0.19
h_l_match_yn
0.18
contents_attribute_j
0.15
h_m_match_yn
0.13
person_attribute_a
0.11
h_s_match_yn
0.11
person_prefer_c
0.07
person_attribute_b
0.06
contents_attribute_k
0.06
d_s_match_yn
0.04
MOST FREQUENT VALUES

3
187,593
37.4%
4
175,628
35.0%
5
81,684
16.3%
6
27,776
5.5%
2
9,414
1.9%
7
7,734
1.5%
1
5,179
1.0%
8
3,991
0.8%
0
1,025
0.2%
9
908
0.2%
10
673
0.1%
11
346
<0.1%
SMALLEST VALUES

0
1,025
0.2%
1
5,179
1.0%
2
9,414
1.9%
3
187,593
37.4%
4
175,628
35.0%
5
81,684
16.3%
6
27,776
5.5%
7
7,734
1.5%
8
3,991
0.8%
9
908
0.2%
10
673
0.1%
11
346
<0.1%
LARGEST VALUES

11
346
<0.1%
10
673
0.1%
9
908
0.2%
8
3,991
0.8%
7
7,734
1.5%
6
27,776
5.5%
5
81,684
16.3%
4
175,628
35.0%
3
187,593
37.4%
2
9,414
1.9%
1
5,179
1.0%
0
1,025
0.2%
contents_attribute_h
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_h_m
1.00
contents_attribute_h_l
0.99
person_prefer_h_1_l
0.74
person_prefer_h_1
0.73
person_prefer_h_1_m
0.73
person_prefer_h_3_l
0.43
person_prefer_h_3
0.42
person_prefer_h_3_m
0.42
person_prefer_h_2_l
0.38
person_prefer_h_2
0.37
person_prefer_h_2_m
0.37
contents_rn
0.25
person_rn
0.21
contents_attribute_l
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.37
h_s_match_yn
0.23
contents_attribute_m
0.19
d_m_match_yn
0.06
contents_attribute_c
0.05
target
0.05
d_l_match_yn
0.05
person_attribute_b
0.04
h_l_match_yn
0.04
d_s_match_yn
0.04
person_prefer_c
0.04
contents_attribute_i
0.03
contents_attribute_j_1
0.03
contents_attribute_a
0.03
MOST FREQUENT VALUES

139
15,030
3.0%
288
13,430
2.7%
68
11,877
2.4%
127
11,243
2.2%
43
11,018
2.2%
65
10,936
2.2%
118
9,387
1.9%
109
8,324
1.7%
280
8,007
1.6%
138
7,188
1.4%
258
7,131
1.4%
56
7,121
1.4%
46
6,820
1.4%
281
6,680
1.3%
114
6,484
1.3%
SMALLEST VALUES

5
1,853
0.4%
6
2,394
0.5%
7
1,414
0.3%
8
1,674
0.3%
9
1,057
0.2%
10
1,283
0.3%
11
811
0.2%
12
950
0.2%
13
614
0.1%
14
749
0.1%
15
1,141
0.2%
16
940
0.2%
17
593
0.1%
18
1,948
0.4%
19
1,146
0.2%
LARGEST VALUES

311
653
0.1%
310
3,691
0.7%
301
78
<0.1%
300
217
<0.1%
299
100
<0.1%
298
151
<0.1%
297
138
<0.1%
296
33
<0.1%
295
407
<0.1%
294
537
0.1%
293
2,220
0.4%
292
139
<0.1%
291
6,140
1.2%
290
1,194
0.2%
289
712
0.1%
person_rn
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_rn
0.72
person_prefer_h_1
0.25
person_prefer_h_1_m
0.23
person_prefer_h_1_l
0.23
contents_attribute_h
0.21
contents_attribute_h_l
0.20
contents_attribute_h_m
0.19
contents_attribute_l_m
-0.07
contents_attribute_l_s
-0.07
contents_attribute_l_n
-0.07
contents_attribute_l
-0.07
contents_attribute_l_l
-0.04
person_prefer_h_3_m
-0.03
person_prefer_h_2
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.19
h_s_match_yn
0.15
contents_attribute_m
0.11
contents_attribute_j_1
0.06
contents_attribute_j
0.05
d_m_match_yn
0.05
person_attribute_a_1
0.04
person_attribute_b
0.04
contents_attribute_a
0.04
d_s_match_yn
0.04
d_l_match_yn
0.04
person_attribute_a
0.03
contents_attribute_i
0.03
target
0.03
MOST FREQUENT VALUES

627445
20
<0.1%
827703
19
<0.1%
241140
19
<0.1%
1047079
19
<0.1%
53891
18
<0.1%
1016996
18
<0.1%
77829
17
<0.1%
139379
17
<0.1%
217730
17
<0.1%
267877
16
<0.1%
314186
16
<0.1%
358803
16
<0.1%
177296
15
<0.1%
352354
15
<0.1%
430098
15
<0.1%
SMALLEST VALUES

7
1
<0.1%
21
1
<0.1%
27
1
<0.1%
29
1
<0.1%
30
1
<0.1%
31
2
<0.1%
33
2
<0.1%
36
3
<0.1%
39
1
<0.1%
40
1
<0.1%
41
1
<0.1%
42
2
<0.1%
46
1
<0.1%
49
1
<0.1%
54
1
<0.1%
LARGEST VALUES

1049005
1
<0.1%
1049003
2
<0.1%
1048999
1
<0.1%
1048996
3
<0.1%
1048993
3
<0.1%
1048986
2
<0.1%
1048985
1
<0.1%
1048981
1
<0.1%
1048980
3
<0.1%
1048979
3
<0.1%
1048978
2
<0.1%
1048974
1
<0.1%
1048971
1
<0.1%
1048970
2
<0.1%
1048962
1
<0.1%
contents_rn
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_rn
0.72
contents_attribute_h
0.25
contents_attribute_h_l
0.24
contents_attribute_h_m
0.23
person_prefer_h_1
0.17
person_prefer_h_1_l
0.16
person_prefer_h_1_m
0.16
contents_attribute_l_m
-0.11
contents_attribute_l_s
-0.11
contents_attribute_l_n
-0.11
contents_attribute_l
-0.11
contents_attribute_l_l
-0.09
person_prefer_h_3_m
-0.05
person_prefer_h_3_l
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.16
contents_attribute_m
0.15
h_s_match_yn
0.12
contents_attribute_j_1
0.06
contents_attribute_c
0.06
contents_attribute_j
0.05
h_l_match_yn
0.04
contents_attribute_a
0.04
person_attribute_b
0.04
target
0.04
d_m_match_yn
0.04
contents_attribute_i
0.03
person_attribute_a_1
0.03
d_l_match_yn
0.03
MOST FREQUENT VALUES

22078
39
<0.1%
76824
36
<0.1%
138209
32
<0.1%
72025
29
<0.1%
402922
28
<0.1%
135258
24
<0.1%
87102
23
<0.1%
64276
23
<0.1%
105913
23
<0.1%
3441
23
<0.1%
13448
23
<0.1%
155644
22
<0.1%
266573
22
<0.1%
135857
22
<0.1%
668672
22
<0.1%
SMALLEST VALUES

20
1
<0.1%
21
1
<0.1%
97
1
<0.1%
124
1
<0.1%
132
1
<0.1%
159
1
<0.1%
200
1
<0.1%
212
1
<0.1%
213
1
<0.1%
226
1
<0.1%
237
1
<0.1%
248
1
<0.1%
259
1
<0.1%
261
1
<0.1%
262
2
<0.1%
LARGEST VALUES

753628
1
<0.1%
753621
1
<0.1%
753617
1
<0.1%
753613
1
<0.1%
753588
1
<0.1%
753586
1
<0.1%
753579
2
<0.1%
753568
1
<0.1%
753562
1
<0.1%
753557
1
<0.1%
753551
2
<0.1%
753543
1
<0.1%
753527
1
<0.1%
753510
2
<0.1%
753505
1
<0.1%
target
MISSING:
---
TOP CATEGORIES

0
251,106
50%
1
250,845
50%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
target
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
d_l_match_yn
0.02
d_m_match_yn
0.01
d_s_match_yn
0.01
contents_attribute_j_1
0.01
contents_attribute_c
0.00
contents_attribute_k
0.00
contents_attribute_j
0.00
contents_attribute_m
0.00
person_attribute_a_1
0.00
h_l_match_yn
0.00
person_prefer_c
0.00
person_attribute_b
0.00

THESE FEATURES
GIVE INFORMATION
ON target:

d_l_match_yn
0.01
d_m_match_yn
0.01
contents_attribute_j_1
0.01
d_s_match_yn
0.01
contents_attribute_c
0.00
person_attribute_a_1
0.00
contents_attribute_j
0.00
contents_attribute_m
0.00
person_prefer_c
0.00
contents_attribute_k
0.00
person_attribute_b
0.00
h_l_match_yn
0.00
person_attribute_a
0.00
contents_attribute_i
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
CORRELATION RATIO WITH...

contents_attribute_d_l
0.07
contents_attribute_d_m
0.07
contents_attribute_d_s
0.07
contents_attribute_d_n
0.07
contents_attribute_d
0.07
contents_attribute_h_m
0.05
contents_attribute_h
0.05
contents_attribute_h_l
0.05
person_prefer_h_1_m
0.04
person_prefer_h_1
0.04
person_prefer_h_1_l
0.04
person_prefer_h_2
0.04
contents_rn
0.04
person_prefer_h_2_l
0.04
person_prefer_d_1_n
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_1
1.00
person_prefer_d_1_s
1.00
person_prefer_d_1_m
1.00
person_prefer_d_1_l
0.99
person_prefer_d_3_l
0.81
person_prefer_d_3_s
0.81
person_prefer_d_3
0.81
person_prefer_d_3_n
0.81
person_prefer_d_3_m
0.80
person_prefer_d_2_l
0.78
person_prefer_d_2_s
0.78
person_prefer_d_2_n
0.78
person_prefer_d_2
0.78
person_prefer_d_2_m
0.78

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
person_attribute_a_1
0.09
person_attribute_a
0.09
contents_attribute_j_1
0.08
h_l_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
d_s_match_yn
0.03
d_l_match_yn
0.03
target
0.03
contents_attribute_i
0.03
d_m_match_yn
0.02
MOST FREQUENT VALUES

114
61,374
12.2%
1227
30,041
6.0%
101
28,238
5.6%
175
24,567
4.9%
110
19,855
4.0%
145
15,539
3.1%
452
14,526
2.9%
854
13,180
2.6%
1086
12,797
2.5%
968
12,652
2.5%
92
12,162
2.4%
136
11,752
2.3%
703
9,601
1.9%
847
9,487
1.9%
514
7,286
1.5%
SMALLEST VALUES

4
7
<0.1%
5
75
<0.1%
7
11
<0.1%
8
2,776
0.6%
14
85
<0.1%
15
73
<0.1%
17
29
<0.1%
18
116
<0.1%
19
32
<0.1%
20
98
<0.1%
21
136
<0.1%
22
120
<0.1%
23
84
<0.1%
24
1,354
0.3%
30
117
<0.1%
LARGEST VALUES

1258
4
<0.1%
1254
212
<0.1%
1253
4
<0.1%
1252
10
<0.1%
1250
24
<0.1%
1249
51
<0.1%
1247
21
<0.1%
1246
104
<0.1%
1245
16
<0.1%
1241
361
<0.1%
1240
30
<0.1%
1239
13
<0.1%
1238
36
<0.1%
1237
15
<0.1%
1227
30,041
6.0%
person_prefer_d_1_s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_1_n
1.00
person_prefer_d_1
1.00
person_prefer_d_1_m
1.00
person_prefer_d_1_l
0.99
person_prefer_d_3_l
0.81
person_prefer_d_3_s
0.81
person_prefer_d_3
0.81
person_prefer_d_3_n
0.81
person_prefer_d_3_m
0.80
person_prefer_d_2_l
0.78
person_prefer_d_2_s
0.78
person_prefer_d_2_n
0.78
person_prefer_d_2_m
0.78
person_prefer_d_2
0.78

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
person_attribute_a_1
0.09
person_attribute_a
0.09
contents_attribute_j_1
0.08
h_l_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
d_s_match_yn
0.03
d_l_match_yn
0.03
target
0.03
contents_attribute_i
0.03
d_m_match_yn
0.02
MOST FREQUENT VALUES

109
81,229
16.2%
91
42,575
8.5%
152
31,945
6.4%
123
31,478
6.3%
1227
30,041
6.0%
451
17,057
3.4%
961
14,308
2.9%
853
13,765
2.7%
1086
12,797
2.5%
831
12,032
2.4%
703
9,601
1.9%
847
9,487
1.9%
509
8,697
1.7%
43
7,348
1.5%
996
7,076
1.4%
SMALLEST VALUES

3
82
<0.1%
6
2,945
0.6%
16
1,969
0.4%
29
560
0.1%
37
3,010
0.6%
43
7,348
1.5%
57
45
<0.1%
58
230
<0.1%
63
54
<0.1%
72
752
0.1%
83
1,703
0.3%
91
42,575
8.5%
109
81,229
16.2%
123
31,478
6.3%
152
31,945
6.4%
LARGEST VALUES

1258
4
<0.1%
1254
212
<0.1%
1251
14
<0.1%
1248
75
<0.1%
1244
141
<0.1%
1236
455
<0.1%
1227
30,041
6.0%
1220
1,834
0.4%
1217
132
<0.1%
1211
680
0.1%
1204
537
0.1%
1194
513
0.1%
1180
1,371
0.3%
1173
666
0.1%
1170
671
0.1%
person_prefer_d_1_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_1_s
1.00
person_prefer_d_1_n
1.00
person_prefer_d_1
1.00
person_prefer_d_1_l
0.99
person_prefer_d_3_l
0.81
person_prefer_d_3_s
0.80
person_prefer_d_3
0.80
person_prefer_d_3_n
0.80
person_prefer_d_3_m
0.80
person_prefer_d_2_l
0.78
person_prefer_d_2_m
0.78
person_prefer_d_2_s
0.78
person_prefer_d_2_n
0.77
person_prefer_d_2
0.77

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_a
0.09
person_attribute_a_1
0.09
person_attribute_a
0.09
contents_attribute_j_1
0.07
h_l_match_yn
0.04
d_s_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.04
d_l_match_yn
0.03
target
0.03
contents_attribute_i
0.02
d_m_match_yn
0.02
MOST FREQUENT VALUES

56
190,011
37.9%
927
37,305
7.4%
824
35,474
7.1%
1053
31,260
6.2%
1227
30,041
6.0%
450
22,240
4.4%
297
16,673
3.3%
2
15,914
3.2%
745
14,840
3.0%
1000
13,481
2.7%
690
12,148
2.4%
482
11,144
2.2%
864
10,069
2.0%
659
8,769
1.7%
274
6,990
1.4%
SMALLEST VALUES

2
15,914
3.2%
56
190,011
37.9%
189
1,521
0.3%
217
78
<0.1%
220
249
<0.1%
231
2,254
0.4%
274
6,990
1.4%
297
16,673
3.3%
378
2,998
0.6%
439
994
0.2%
450
22,240
4.4%
473
73
<0.1%
477
46
<0.1%
482
11,144
2.2%
523
6,724
1.3%
LARGEST VALUES

1258
4
<0.1%
1235
897
0.2%
1227
30,041
6.0%
1193
3,696
0.7%
1169
2,708
0.5%
1137
1,188
0.2%
1104
6,115
1.2%
1093
1,881
0.4%
1053
31,260
6.2%
1000
13,481
2.7%
927
37,305
7.4%
864
10,069
2.0%
824
35,474
7.1%
745
14,840
3.0%
716
6,012
1.2%
person_prefer_d_1_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_1_m
0.99
person_prefer_d_1_s
0.99
person_prefer_d_1_n
0.99
person_prefer_d_1
0.99
person_prefer_d_3_l
0.82
person_prefer_d_3_s
0.81
person_prefer_d_3
0.81
person_prefer_d_3_n
0.81
person_prefer_d_3_m
0.81
person_prefer_d_2_l
0.79
person_prefer_d_2_m
0.78
person_prefer_d_2_s
0.78
person_prefer_d_2_n
0.77
person_prefer_d_2
0.77

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_a
0.08
person_attribute_a_1
0.08
person_attribute_a
0.07
contents_attribute_j_1
0.07
h_l_match_yn
0.06
d_l_match_yn
0.05
d_s_match_yn
0.04
person_prefer_c
0.04
contents_attribute_c
0.04
target
0.03
contents_attribute_i
0.02
contents_attribute_j
0.02
MOST FREQUENT VALUES

1
207,446
41.3%
926
127,675
25.4%
744
50,314
10.0%
618
34,409
6.9%
377
26,351
5.2%
216
26,244
5.2%
482
11,144
2.2%
864
10,069
2.0%
522
7,398
1.5%
1235
897
0.2%
1258
4
<0.1%
SMALLEST VALUES

1
207,446
41.3%
216
26,244
5.2%
377
26,351
5.2%
482
11,144
2.2%
522
7,398
1.5%
618
34,409
6.9%
744
50,314
10.0%
864
10,069
2.0%
926
127,675
25.4%
1235
897
0.2%
1258
4
<0.1%
LARGEST VALUES

1258
4
<0.1%
1235
897
0.2%
926
127,675
25.4%
864
10,069
2.0%
744
50,314
10.0%
618
34,409
6.9%
522
7,398
1.5%
482
11,144
2.2%
377
26,351
5.2%
216
26,244
5.2%
1
207,446
41.3%
person_prefer_d_2_n
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_2
1.00
person_prefer_d_2_s
1.00
person_prefer_d_2_m
1.00
person_prefer_d_2_l
0.99
person_prefer_d_1_s
0.78
person_prefer_d_1
0.78
person_prefer_d_1_n
0.78
person_prefer_d_1_m
0.77
person_prefer_d_1_l
0.77
person_prefer_d_3_l
0.75
person_prefer_d_3_s
0.74
person_prefer_d_3
0.74
person_prefer_d_3_n
0.74
person_prefer_d_3_m
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
contents_attribute_j_1
0.08
person_attribute_a_1
0.07
person_attribute_a
0.07
d_l_match_yn
0.05
d_m_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
h_l_match_yn
0.03
target
0.03
contents_attribute_i
0.02
contents_attribute_k
0.02
MOST FREQUENT VALUES

175
71,391
14.2%
1086
24,410
4.9%
114
22,957
4.6%
110
21,589
4.3%
101
19,643
3.9%
1227
19,163
3.8%
968
14,179
2.8%
847
14,130
2.8%
452
13,781
2.7%
136
13,701
2.7%
145
12,510
2.5%
703
12,009
2.4%
92
10,674
2.1%
854
10,599
2.1%
46
8,243
1.6%
SMALLEST VALUES

4
1
<0.1%
5
7
<0.1%
7
8
<0.1%
8
2,267
0.5%
14
141
<0.1%
15
84
<0.1%
17
11
<0.1%
18
81
<0.1%
19
33
<0.1%
20
28
<0.1%
21
98
<0.1%
22
81
<0.1%
23
46
<0.1%
24
597
0.1%
30
123
<0.1%
LARGEST VALUES

1258
5
<0.1%
1254
327
<0.1%
1253
4
<0.1%
1252
9
<0.1%
1250
7
<0.1%
1249
38
<0.1%
1247
7
<0.1%
1246
29
<0.1%
1245
8
<0.1%
1241
495
<0.1%
1240
32
<0.1%
1239
9
<0.1%
1238
43
<0.1%
1227
19,163
3.8%
1224
2,005
0.4%
person_prefer_d_2_s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_2_n
1.00
person_prefer_d_2
1.00
person_prefer_d_2_m
1.00
person_prefer_d_2_l
0.99
person_prefer_d_1_s
0.78
person_prefer_d_1
0.78
person_prefer_d_1_n
0.78
person_prefer_d_1_l
0.78
person_prefer_d_1_m
0.78
person_prefer_d_3_l
0.75
person_prefer_d_3_s
0.74
person_prefer_d_3
0.74
person_prefer_d_3_n
0.74
person_prefer_d_3_m
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.31
contents_attribute_m
0.17
contents_attribute_a
0.09
contents_attribute_j_1
0.08
person_attribute_a_1
0.07
person_attribute_a
0.07
d_l_match_yn
0.05
d_m_match_yn
0.04
contents_attribute_c
0.04
h_l_match_yn
0.04
person_prefer_c
0.03
target
0.03
contents_attribute_i
0.02
contents_attribute_k
0.02
MOST FREQUENT VALUES

152
80,003
15.9%
109
44,546
8.9%
91
32,477
6.5%
123
30,461
6.1%
1086
24,410
4.9%
1227
19,163
3.8%
961
15,500
3.1%
451
15,053
3.0%
847
14,130
2.8%
831
13,207
2.6%
703
12,009
2.4%
43
11,313
2.3%
853
11,178
2.2%
1083
9,491
1.9%
1078
8,224
1.6%
SMALLEST VALUES

3
8
<0.1%
6
2,500
0.5%
16
975
0.2%
29
650
0.1%
37
3,302
0.7%
43
11,313
2.3%
57
33
<0.1%
58
150
<0.1%
63
65
<0.1%
72
382
<0.1%
83
1,007
0.2%
91
32,477
6.5%
109
44,546
8.9%
123
30,461
6.1%
152
80,003
15.9%
LARGEST VALUES

1258
5
<0.1%
1254
327
<0.1%
1251
13
<0.1%
1248
45
<0.1%
1244
44
<0.1%
1236
579
0.1%
1227
19,163
3.8%
1220
2,049
0.4%
1217
49
<0.1%
1211
845
0.2%
1204
341
<0.1%
1194
273
<0.1%
1180
1,699
0.3%
1173
713
0.1%
1170
445
<0.1%
person_prefer_d_2_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_2_s
1.00
person_prefer_d_2_n
1.00
person_prefer_d_2
1.00
person_prefer_d_2_l
0.99
person_prefer_d_1_s
0.78
person_prefer_d_1
0.78
person_prefer_d_1_n
0.78
person_prefer_d_1_l
0.78
person_prefer_d_1_m
0.78
person_prefer_d_3_l
0.75
person_prefer_d_3_s
0.74
person_prefer_d_3
0.74
person_prefer_d_3_n
0.74
person_prefer_d_3_m
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.16
contents_attribute_a
0.08
person_attribute_a_1
0.07
contents_attribute_j_1
0.07
person_attribute_a
0.07
d_l_match_yn
0.06
h_l_match_yn
0.04
d_m_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.04
target
0.03
contents_attribute_i
0.02
dayofweek
0.02
MOST FREQUENT VALUES

56
189,124
37.7%
1053
47,989
9.6%
824
38,574
7.7%
927
34,805
6.9%
450
22,650
4.5%
1227
19,163
3.8%
2
18,748
3.7%
745
15,372
3.1%
690
14,053
2.8%
297
13,796
2.7%
1000
12,114
2.4%
659
9,805
2.0%
716
9,058
1.8%
864
8,062
1.6%
482
7,211
1.4%
SMALLEST VALUES

2
18,748
3.7%
56
189,124
37.7%
189
1,214
0.2%
217
66
<0.1%
220
243
<0.1%
231
1,887
0.4%
274
5,267
1.0%
297
13,796
2.7%
378
2,942
0.6%
439
560
0.1%
450
22,650
4.5%
473
16
<0.1%
477
5
<0.1%
482
7,211
1.4%
523
6,197
1.2%
LARGEST VALUES

1258
5
<0.1%
1235
1,008
0.2%
1227
19,163
3.8%
1193
3,557
0.7%
1169
2,857
0.6%
1137
876
0.2%
1104
5,724
1.1%
1093
1,459
0.3%
1053
47,989
9.6%
1000
12,114
2.4%
927
34,805
6.9%
864
8,062
1.6%
824
38,574
7.7%
745
15,372
3.1%
716
9,058
1.8%
person_prefer_d_2_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_2_m
0.99
person_prefer_d_2_s
0.99
person_prefer_d_2_n
0.99
person_prefer_d_2
0.99
person_prefer_d_1_l
0.79
person_prefer_d_1_s
0.78
person_prefer_d_1
0.78
person_prefer_d_1_n
0.78
person_prefer_d_1_m
0.78
person_prefer_d_3_l
0.76
person_prefer_d_3_s
0.75
person_prefer_d_3
0.75
person_prefer_d_3_n
0.75
person_prefer_d_3_m
0.75

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_a
0.08
contents_attribute_j_1
0.07
person_attribute_a_1
0.07
person_attribute_a
0.06
d_l_match_yn
0.06
h_l_match_yn
0.05
person_prefer_c
0.04
contents_attribute_c
0.04
d_m_match_yn
0.03
target
0.02
contents_attribute_i
0.02
d_s_match_yn
0.02
MOST FREQUENT VALUES

1
209,086
41.7%
926
128,544
25.6%
744
53,946
10.7%
618
39,885
7.9%
377
26,173
5.2%
216
21,259
4.2%
864
8,062
1.6%
482
7,211
1.4%
522
6,772
1.3%
1235
1,008
0.2%
1258
5
<0.1%
SMALLEST VALUES

1
209,086
41.7%
216
21,259
4.2%
377
26,173
5.2%
482
7,211
1.4%
522
6,772
1.3%
618
39,885
7.9%
744
53,946
10.7%
864
8,062
1.6%
926
128,544
25.6%
1235
1,008
0.2%
1258
5
<0.1%
LARGEST VALUES

1258
5
<0.1%
1235
1,008
0.2%
926
128,544
25.6%
864
8,062
1.6%
744
53,946
10.7%
618
39,885
7.9%
522
6,772
1.3%
482
7,211
1.4%
377
26,173
5.2%
216
21,259
4.2%
1
209,086
41.7%
person_prefer_d_3_n
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_3
1.00
person_prefer_d_3_s
1.00
person_prefer_d_3_m
1.00
person_prefer_d_3_l
0.99
person_prefer_d_1_l
0.81
person_prefer_d_1_s
0.81
person_prefer_d_1
0.81
person_prefer_d_1_n
0.81
person_prefer_d_1_m
0.80
person_prefer_d_2_l
0.75
person_prefer_d_2_s
0.74
person_prefer_d_2
0.74
person_prefer_d_2_m
0.74
person_prefer_d_2_n
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_j_1
0.12
contents_attribute_a
0.07
person_attribute_a_1
0.06
d_l_match_yn
0.05
h_l_match_yn
0.05
person_attribute_a
0.05
contents_attribute_c
0.04
d_m_match_yn
0.04
person_prefer_c
0.03
contents_attribute_i
0.02
target
0.02
d_s_match_yn
0.02
MOST FREQUENT VALUES

175
59,632
11.9%
114
43,089
8.6%
92
31,027
6.2%
1227
27,717
5.5%
854
27,110
5.4%
145
23,538
4.7%
101
15,762
3.1%
110
13,473
2.7%
1086
11,498
2.3%
968
9,523
1.9%
703
9,225
1.8%
1085
8,963
1.8%
182
8,075
1.6%
840
7,932
1.6%
136
7,802
1.6%
SMALLEST VALUES

4
5
<0.1%
5
38
<0.1%
7
1
<0.1%
8
1,212
0.2%
14
42
<0.1%
15
8
<0.1%
17
10
<0.1%
18
90
<0.1%
19
8
<0.1%
20
37
<0.1%
21
45
<0.1%
22
239
<0.1%
23
174
<0.1%
24
904
0.2%
30
25
<0.1%
LARGEST VALUES

1258
7
<0.1%
1254
436
<0.1%
1253
3
<0.1%
1250
12
<0.1%
1249
34
<0.1%
1247
3
<0.1%
1246
14
<0.1%
1241
325
<0.1%
1240
23
<0.1%
1239
10
<0.1%
1238
62
<0.1%
1237
24
<0.1%
1227
27,717
5.5%
1224
2,460
0.5%
1223
1
<0.1%
person_prefer_d_3_s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_3
1.00
person_prefer_d_3_n
1.00
person_prefer_d_3_m
1.00
person_prefer_d_3_l
0.99
person_prefer_d_1_l
0.81
person_prefer_d_1_s
0.81
person_prefer_d_1
0.81
person_prefer_d_1_n
0.81
person_prefer_d_1_m
0.80
person_prefer_d_2_l
0.75
person_prefer_d_2_s
0.74
person_prefer_d_2
0.74
person_prefer_d_2_m
0.74
person_prefer_d_2_n
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.16
contents_attribute_j_1
0.12
contents_attribute_a
0.07
person_attribute_a_1
0.06
d_l_match_yn
0.05
h_l_match_yn
0.05
person_attribute_a
0.05
d_m_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
contents_attribute_i
0.02
target
0.02
d_s_match_yn
0.02
MOST FREQUENT VALUES

152
73,253
14.6%
109
56,562
11.3%
91
48,919
9.7%
123
34,926
7.0%
1227
27,717
5.5%
853
27,346
5.4%
1083
16,303
3.2%
831
12,650
2.5%
1086
11,498
2.3%
961
10,666
2.1%
43
10,110
2.0%
703
9,225
1.8%
988
8,441
1.7%
451
7,739
1.5%
928
7,578
1.5%
SMALLEST VALUES

3
43
<0.1%
6
1,263
0.3%
16
1,507
0.3%
29
191
<0.1%
37
1,405
0.3%
43
10,110
2.0%
57
11
<0.1%
58
99
<0.1%
63
46
<0.1%
72
369
<0.1%
83
556
0.1%
91
48,919
9.7%
109
56,562
11.3%
123
34,926
7.0%
152
73,253
14.6%
LARGEST VALUES

1258
7
<0.1%
1254
436
<0.1%
1251
3
<0.1%
1248
46
<0.1%
1244
17
<0.1%
1236
444
<0.1%
1227
27,717
5.5%
1220
2,487
0.5%
1217
38
<0.1%
1211
484
<0.1%
1204
233
<0.1%
1194
236
<0.1%
1180
1,037
0.2%
1173
495
<0.1%
1170
255
<0.1%
person_prefer_d_3_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_3_s
1.00
person_prefer_d_3
1.00
person_prefer_d_3_n
1.00
person_prefer_d_3_l
0.99
person_prefer_d_1_l
0.81
person_prefer_d_1_s
0.80
person_prefer_d_1
0.80
person_prefer_d_1_n
0.80
person_prefer_d_1_m
0.80
person_prefer_d_2_l
0.75
person_prefer_d_2_m
0.74
person_prefer_d_2_s
0.74
person_prefer_d_2
0.74
person_prefer_d_2_n
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.16
contents_attribute_j_1
0.12
contents_attribute_a
0.07
person_attribute_a_1
0.06
d_l_match_yn
0.06
h_l_match_yn
0.05
d_m_match_yn
0.05
person_attribute_a
0.04
contents_attribute_c
0.04
person_prefer_c
0.03
contents_attribute_i
0.02
target
0.02
d_s_match_yn
0.02
MOST FREQUENT VALUES

56
214,741
42.8%
824
43,537
8.7%
1053
39,466
7.9%
927
33,962
6.8%
1227
27,717
5.5%
745
16,222
3.2%
2
14,519
2.9%
1000
12,120
2.4%
690
11,151
2.2%
864
10,357
2.1%
297
10,230
2.0%
450
10,042
2.0%
659
9,282
1.8%
716
6,851
1.4%
708
6,216
1.2%
SMALLEST VALUES

2
14,519
2.9%
56
214,741
42.8%
189
1,404
0.3%
217
28
<0.1%
220
276
<0.1%
231
1,851
0.4%
274
3,384
0.7%
297
10,230
2.0%
378
2,259
0.5%
439
682
0.1%
450
10,042
2.0%
473
66
<0.1%
477
3
<0.1%
482
3,602
0.7%
523
6,028
1.2%
LARGEST VALUES

1258
7
<0.1%
1235
946
0.2%
1227
27,717
5.5%
1193
3,478
0.7%
1169
1,787
0.4%
1137
788
0.2%
1104
4,946
1.0%
1093
2,177
0.4%
1053
39,466
7.9%
1000
12,120
2.4%
927
33,962
6.8%
864
10,357
2.1%
824
43,537
8.7%
745
16,222
3.2%
716
6,851
1.4%
person_prefer_d_3_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_d_3_m
0.99
person_prefer_d_3_s
0.99
person_prefer_d_3
0.99
person_prefer_d_3_n
0.99
person_prefer_d_1_l
0.82
person_prefer_d_1_s
0.81
person_prefer_d_1
0.81
person_prefer_d_1_n
0.81
person_prefer_d_1_m
0.81
person_prefer_d_2_l
0.76
person_prefer_d_2_m
0.75
person_prefer_d_2_s
0.75
person_prefer_d_2
0.75
person_prefer_d_2_n
0.75

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.30
contents_attribute_m
0.17
contents_attribute_j_1
0.12
person_attribute_a_1
0.06
contents_attribute_a
0.06
h_l_match_yn
0.06
d_l_match_yn
0.06
d_m_match_yn
0.04
person_attribute_a
0.04
contents_attribute_c
0.04
person_prefer_c
0.04
h_m_match_yn
0.03
contents_attribute_i
0.03
target
0.02
MOST FREQUENT VALUES

1
230,664
46.0%
926
126,441
25.2%
744
59,759
11.9%
618
34,787
6.9%
216
15,769
3.1%
377
13,052
2.6%
864
10,357
2.1%
522
6,567
1.3%
482
3,602
0.7%
1235
946
0.2%
1258
7
<0.1%
SMALLEST VALUES

1
230,664
46.0%
216
15,769
3.1%
377
13,052
2.6%
482
3,602
0.7%
522
6,567
1.3%
618
34,787
6.9%
744
59,759
11.9%
864
10,357
2.1%
926
126,441
25.2%
1235
946
0.2%
1258
7
<0.1%
LARGEST VALUES

1258
7
<0.1%
1235
946
0.2%
926
126,441
25.2%
864
10,357
2.1%
744
59,759
11.9%
618
34,787
6.9%
522
6,567
1.3%
482
3,602
0.7%
377
13,052
2.6%
216
15,769
3.1%
1
230,664
46.0%
contents_attribute_d_n
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_d
1.00
contents_attribute_d_s
1.00
contents_attribute_d_m
1.00
contents_attribute_d_l
0.99
person_prefer_d_1
0.58
person_prefer_d_1_n
0.58
person_prefer_d_1_s
0.58
person_prefer_d_1_l
0.58
person_prefer_d_1_m
0.58
person_prefer_d_2_l
0.56
person_prefer_d_2_m
0.56
person_prefer_d_2_s
0.56
person_prefer_d_2_n
0.56
person_prefer_d_2
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.25
contents_attribute_m
0.20
d_l_match_yn
0.16
contents_attribute_a
0.16
contents_attribute_j_1
0.11
d_m_match_yn
0.09
target
0.07
person_attribute_a_1
0.06
person_attribute_a
0.05
contents_attribute_j
0.05
contents_attribute_c
0.04
h_l_match_yn
0.04
person_prefer_c
0.02
contents_attribute_i
0.02
MOST FREQUENT VALUES

114
57,961
11.5%
1227
37,340
7.4%
101
21,266
4.2%
854
19,056
3.8%
175
18,690
3.7%
145
17,774
3.5%
136
15,568
3.1%
968
14,293
2.8%
110
14,001
2.8%
452
13,536
2.7%
92
12,226
2.4%
703
8,062
1.6%
709
6,703
1.3%
1086
6,684
1.3%
1027
6,298
1.3%
SMALLEST VALUES

4
5
<0.1%
5
35
<0.1%
7
10
<0.1%
8
1,262
0.3%
14
30
<0.1%
15
20
<0.1%
17
13
<0.1%
18
13
<0.1%
20
26
<0.1%
21
125
<0.1%
22
8
<0.1%
23
28
<0.1%
24
1,685
0.3%
30
25
<0.1%
33
76
<0.1%
LARGEST VALUES

1258
4
<0.1%
1254
570
0.1%
1253
10
<0.1%
1252
52
<0.1%
1250
24
<0.1%
1249
55
<0.1%
1247
21
<0.1%
1246
293
<0.1%
1245
36
<0.1%
1241
444
<0.1%
1240
83
<0.1%
1239
21
<0.1%
1238
104
<0.1%
1237
12
<0.1%
1227
37,340
7.4%
contents_attribute_d_s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_d_n
1.00
contents_attribute_d
1.00
contents_attribute_d_m
1.00
contents_attribute_d_l
0.99
person_prefer_d_1
0.58
person_prefer_d_1_n
0.58
person_prefer_d_1_s
0.58
person_prefer_d_1_l
0.58
person_prefer_d_1_m
0.58
person_prefer_d_2_l
0.56
person_prefer_d_2_m
0.56
person_prefer_d_2_s
0.56
person_prefer_d_2_n
0.56
person_prefer_d_2
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.25
contents_attribute_m
0.20
d_l_match_yn
0.16
contents_attribute_a
0.15
contents_attribute_j_1
0.11
d_m_match_yn
0.09
target
0.07
person_attribute_a_1
0.06
person_attribute_a
0.05
contents_attribute_j
0.05
contents_attribute_c
0.04
h_l_match_yn
0.04
person_prefer_c
0.02
contents_attribute_i
0.02
MOST FREQUENT VALUES

109
71,962
14.3%
123
37,712
7.5%
1227
37,340
7.4%
91
35,959
7.2%
152
26,906
5.4%
853
21,037
4.2%
451
16,549
3.3%
961
15,953
3.2%
831
10,363
2.1%
274
10,350
2.1%
1111
10,172
2.0%
703
8,062
1.6%
747
7,738
1.5%
717
7,650
1.5%
708
6,760
1.3%
SMALLEST VALUES

3
40
<0.1%
6
1,322
0.3%
16
1,898
0.4%
29
331
<0.1%
37
584
0.1%
43
2,725
0.5%
57
41
<0.1%
58
282
<0.1%
63
152
<0.1%
72
1,171
0.2%
83
700
0.1%
91
35,959
7.2%
109
71,962
14.3%
123
37,712
7.5%
152
26,906
5.4%
LARGEST VALUES

1258
4
<0.1%
1254
570
0.1%
1251
62
<0.1%
1248
79
<0.1%
1244
350
<0.1%
1236
664
0.1%
1227
37,340
7.4%
1220
979
0.2%
1217
48
<0.1%
1211
1,345
0.3%
1204
2,037
0.4%
1194
1,108
0.2%
1180
3,159
0.6%
1173
1,436
0.3%
1170
967
0.2%
contents_attribute_d_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_d_s
1.00
contents_attribute_d_n
1.00
contents_attribute_d
1.00
contents_attribute_d_l
0.99
person_prefer_d_1
0.58
person_prefer_d_1_n
0.58
person_prefer_d_1_s
0.58
person_prefer_d_1_l
0.58
person_prefer_d_1_m
0.58
person_prefer_d_2_l
0.56
person_prefer_d_2_m
0.55
person_prefer_d_2_s
0.55
person_prefer_d_2_n
0.55
person_prefer_d_2
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.25
contents_attribute_m
0.20
d_l_match_yn
0.16
contents_attribute_a
0.15
contents_attribute_j_1
0.10
d_m_match_yn
0.08
target
0.07
person_attribute_a_1
0.06
person_attribute_a
0.05
contents_attribute_j
0.05
h_l_match_yn
0.04
contents_attribute_c
0.04
person_prefer_c
0.02
contents_attribute_i
0.02
MOST FREQUENT VALUES

56
174,885
34.8%
824
37,708
7.5%
1227
37,340
7.4%
927
35,579
7.1%
450
21,651
4.3%
1053
20,706
4.1%
745
19,229
3.8%
1000
16,901
3.4%
297
15,643
3.1%
1104
12,833
2.6%
864
11,651
2.3%
690
10,712
2.1%
659
10,452
2.1%
274
10,350
2.1%
482
9,878
2.0%
SMALLEST VALUES

2
6,900
1.4%
56
174,885
34.8%
189
1,506
0.3%
217
161
<0.1%
220
284
<0.1%
231
2,394
0.5%
274
10,350
2.1%
297
15,643
3.1%
378
1,889
0.4%
439
1,534
0.3%
450
21,651
4.3%
473
2
<0.1%
477
2
<0.1%
482
9,878
2.0%
523
6,474
1.3%
LARGEST VALUES

1258
4
<0.1%
1235
1,725
0.3%
1227
37,340
7.4%
1193
5,517
1.1%
1169
5,562
1.1%
1137
2,262
0.5%
1104
12,833
2.6%
1093
2,082
0.4%
1053
20,706
4.1%
1000
16,901
3.4%
927
35,579
7.1%
864
11,651
2.3%
824
37,708
7.5%
745
19,229
3.8%
716
9,544
1.9%
contents_attribute_d_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_d_m
0.99
contents_attribute_d_s
0.99
contents_attribute_d_n
0.99
contents_attribute_d
0.99
person_prefer_d_1_l
0.59
person_prefer_d_1
0.58
person_prefer_d_1_n
0.58
person_prefer_d_1_s
0.58
person_prefer_d_1_m
0.58
person_prefer_d_2_l
0.56
person_prefer_d_2_m
0.56
person_prefer_d_2_s
0.56
person_prefer_d_2_n
0.56
person_prefer_d_2
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

person_attribute_b
0.24
contents_attribute_m
0.20
d_l_match_yn
0.17
contents_attribute_a
0.13
contents_attribute_j_1
0.10
d_m_match_yn
0.08
target
0.07
contents_attribute_j
0.06
person_attribute_a_1
0.06
h_l_match_yn
0.05
person_attribute_a
0.05
contents_attribute_c
0.04
person_prefer_c
0.03
contents_attribute_i
0.02
MOST FREQUENT VALUES

1
183,291
36.5%
926
138,782
27.6%
744
56,937
11.3%
618
38,772
7.7%
216
28,832
5.7%
377
25,078
5.0%
864
11,651
2.3%
482
9,878
2.0%
522
7,001
1.4%
1235
1,725
0.3%
1258
4
<0.1%
SMALLEST VALUES

1
183,291
36.5%
216
28,832
5.7%
377
25,078
5.0%
482
9,878
2.0%
522
7,001
1.4%
618
38,772
7.7%
744
56,937
11.3%
864
11,651
2.3%
926
138,782
27.6%
1235
1,725
0.3%
1258
4
<0.1%
LARGEST VALUES

1258
4
<0.1%
1235
1,725
0.3%
926
138,782
27.6%
864
11,651
2.3%
744
56,937
11.3%
618
38,772
7.7%
522
7,001
1.4%
482
9,878
2.0%
377
25,078
5.0%
216
28,832
5.7%
1
183,291
36.5%
person_prefer_h_1_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_1
1.00
person_prefer_h_1_l
0.99
contents_attribute_h_l
0.73
contents_attribute_h_m
0.73
contents_attribute_h
0.73
person_prefer_h_3
0.47
person_prefer_h_3_l
0.46
person_prefer_h_3_m
0.46
person_prefer_h_2
0.41
person_prefer_h_2_l
0.41
person_prefer_h_2_m
0.41
person_rn
0.23
contents_rn
0.16
contents_attribute_l_n
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.47
h_s_match_yn
0.32
h_l_match_yn
0.23
contents_attribute_m
0.14
person_attribute_b
0.08
d_m_match_yn
0.07
person_attribute_a_1
0.07
d_s_match_yn
0.06
contents_attribute_a
0.05
target
0.04
person_prefer_c
0.04
d_l_match_yn
0.04
person_attribute_a
0.03
contents_attribute_c
0.03
MOST FREQUENT VALUES

316
35,257
7.0%
342
31,393
6.3%
315
22,458
4.5%
543
22,381
4.5%
368
20,938
4.2%
359
19,155
3.8%
379
13,124
2.6%
391
12,664
2.5%
407
10,619
2.1%
547
10,256
2.0%
398
9,899
2.0%
464
7,790
1.6%
385
7,712
1.5%
413
7,673
1.5%
481
7,559
1.5%
SMALLEST VALUES

315
22,458
4.5%
316
35,257
7.0%
317
426
<0.1%
318
350
<0.1%
319
269
<0.1%
320
393
<0.1%
321
634
0.1%
322
473
<0.1%
323
615
0.1%
324
392
<0.1%
325
651
0.1%
326
478
<0.1%
327
1,026
0.2%
328
774
0.2%
329
410
<0.1%
LARGEST VALUES

569
114
<0.1%
568
345
<0.1%
567
2,045
0.4%
566
1,174
0.2%
560
31
<0.1%
559
124
<0.1%
558
56
<0.1%
557
62
<0.1%
556
50
<0.1%
555
33
<0.1%
554
223
<0.1%
553
359
<0.1%
552
885
0.2%
551
62
<0.1%
550
4,806
1.0%
person_prefer_h_2_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_2
1.00
person_prefer_h_2_l
0.99
person_prefer_h_1_l
0.43
person_prefer_h_1_m
0.41
person_prefer_h_1
0.40
contents_attribute_h_l
0.39
contents_attribute_h_m
0.37
contents_attribute_h
0.37
person_prefer_h_3_l
0.35
person_prefer_h_3_m
0.34
person_prefer_h_3
0.34
contents_attribute_l_l
-0.04
contents_attribute_l
-0.04
contents_attribute_l_n
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_l_match_yn
0.18
h_m_match_yn
0.12
contents_attribute_m
0.07
person_attribute_b
0.05
person_attribute_a_1
0.05
d_m_match_yn
0.04
person_prefer_c
0.04
d_s_match_yn
0.04
person_attribute_a
0.04
target
0.04
contents_attribute_j_1
0.04
d_l_match_yn
0.03
contents_attribute_a
0.03
contents_attribute_j
0.02
MOST FREQUENT VALUES

398
42,383
8.4%
316
36,033
7.2%
542
32,846
6.5%
518
23,068
4.6%
543
22,593
4.5%
342
15,713
3.1%
368
13,137
2.6%
495
13,033
2.6%
407
11,649
2.3%
408
10,351
2.1%
463
10,346
2.1%
399
10,296
2.1%
481
10,156
2.0%
315
7,254
1.4%
464
6,707
1.3%
SMALLEST VALUES

315
7,254
1.4%
316
36,033
7.2%
317
577
0.1%
318
494
<0.1%
319
326
<0.1%
320
366
<0.1%
321
909
0.2%
322
406
<0.1%
323
540
0.1%
324
383
<0.1%
325
852
0.2%
326
661
0.1%
327
1,638
0.3%
328
547
0.1%
329
639
0.1%
LARGEST VALUES

569
1,162
0.2%
568
189
<0.1%
567
217
<0.1%
566
671
0.1%
560
38
<0.1%
559
54
<0.1%
558
65
<0.1%
557
90
<0.1%
556
62
<0.1%
555
31
<0.1%
554
213
<0.1%
553
277
<0.1%
552
1,831
0.4%
551
69
<0.1%
550
4,913
1.0%
person_prefer_h_3_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_3
1.00
person_prefer_h_3_l
0.99
person_prefer_h_1_l
0.47
person_prefer_h_1_m
0.46
person_prefer_h_1
0.45
contents_attribute_h_l
0.44
contents_attribute_h_m
0.43
contents_attribute_h
0.42
person_prefer_h_2_l
0.35
person_prefer_h_2_m
0.34
person_prefer_h_2
0.34
contents_attribute_l_l
-0.07
contents_attribute_l
-0.07
contents_attribute_l_n
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.19
h_s_match_yn
0.11
contents_attribute_m
0.10
h_l_match_yn
0.08
d_m_match_yn
0.05
person_attribute_b
0.05
person_attribute_a_1
0.04
d_s_match_yn
0.04
contents_attribute_j_1
0.04
contents_attribute_i
0.03
person_prefer_c
0.03
contents_attribute_a
0.03
d_l_match_yn
0.03
target
0.03
MOST FREQUENT VALUES

368
36,745
7.3%
398
33,260
6.6%
316
29,087
5.8%
391
27,323
5.4%
542
21,123
4.2%
523
18,309
3.6%
547
18,249
3.6%
315
17,665
3.5%
359
15,965
3.2%
543
14,559
2.9%
402
12,902
2.6%
403
12,885
2.6%
397
12,188
2.4%
399
10,939
2.2%
407
9,857
2.0%
SMALLEST VALUES

315
17,665
3.5%
316
29,087
5.8%
317
731
0.1%
318
483
<0.1%
319
264
<0.1%
320
311
<0.1%
321
400
<0.1%
322
398
<0.1%
323
394
<0.1%
324
261
<0.1%
325
687
0.1%
326
930
0.2%
327
1,923
0.4%
328
737
0.1%
329
527
0.1%
LARGEST VALUES

569
824
0.2%
568
39
<0.1%
567
40
<0.1%
566
459
<0.1%
560
65
<0.1%
559
21
<0.1%
558
26
<0.1%
557
198
<0.1%
556
38
<0.1%
555
34
<0.1%
554
276
<0.1%
553
226
<0.1%
552
836
0.2%
551
83
<0.1%
550
4,134
0.8%
contents_attribute_h_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_h
1.00
contents_attribute_h_l
0.99
person_prefer_h_1_l
0.74
person_prefer_h_1
0.73
person_prefer_h_1_m
0.73
person_prefer_h_3_l
0.44
person_prefer_h_3
0.43
person_prefer_h_3_m
0.43
person_prefer_h_2_l
0.39
person_prefer_h_2
0.38
person_prefer_h_2_m
0.37
contents_rn
0.23
person_rn
0.19
contents_attribute_l
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.36
h_s_match_yn
0.23
contents_attribute_m
0.19
d_m_match_yn
0.06
contents_attribute_c
0.05
d_l_match_yn
0.05
target
0.05
person_attribute_b
0.04
d_s_match_yn
0.04
person_prefer_c
0.04
h_l_match_yn
0.04
contents_attribute_i
0.03
contents_attribute_j_1
0.03
contents_attribute_a
0.03
MOST FREQUENT VALUES

543
22,186
4.4%
422
15,030
3.0%
547
13,430
2.7%
376
11,877
2.4%
407
11,594
2.3%
413
11,243
2.2%
354
11,018
2.2%
373
10,936
2.2%
464
8,549
1.7%
403
8,324
1.7%
452
8,040
1.6%
481
7,965
1.6%
519
7,414
1.5%
421
7,188
1.4%
523
7,131
1.4%
SMALLEST VALUES

317
1,853
0.4%
318
2,394
0.5%
319
1,414
0.3%
320
1,674
0.3%
321
1,057
0.2%
322
1,283
0.3%
323
811
0.2%
324
950
0.2%
325
614
0.1%
326
749
0.1%
327
1,141
0.2%
328
940
0.2%
329
593
0.1%
330
1,948
0.4%
331
1,146
0.2%
LARGEST VALUES

568
653
0.1%
567
3,691
0.7%
560
78
<0.1%
559
217
<0.1%
558
100
<0.1%
557
151
<0.1%
556
138
<0.1%
555
33
<0.1%
554
407
<0.1%
553
537
0.1%
552
2,220
0.4%
551
139
<0.1%
550
6,140
1.2%
549
1,194
0.2%
548
712
0.1%
person_prefer_h_1_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_1_m
0.99
person_prefer_h_1
0.99
contents_attribute_h_l
0.75
contents_attribute_h_m
0.74
contents_attribute_h
0.74
person_prefer_h_3_l
0.48
person_prefer_h_3
0.48
person_prefer_h_3_m
0.47
person_prefer_h_2_l
0.44
person_prefer_h_2
0.43
person_prefer_h_2_m
0.43
person_rn
0.23
contents_rn
0.16
contents_attribute_l_n
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.45
h_s_match_yn
0.29
h_l_match_yn
0.21
contents_attribute_m
0.13
d_m_match_yn
0.07
person_attribute_a_1
0.07
person_attribute_b
0.07
d_s_match_yn
0.06
contents_attribute_a
0.05
d_l_match_yn
0.04
target
0.04
person_prefer_c
0.04
person_attribute_a
0.04
contents_attribute_c
0.02
MOST FREQUENT VALUES

94
104,841
20.9%
3
57,367
11.4%
277
50,147
10.0%
30
49,806
9.9%
58
39,580
7.9%
48
29,714
5.9%
250
26,399
5.3%
1
22,458
4.5%
85
19,092
3.8%
208
18,482
3.7%
71
17,564
3.5%
188
16,261
3.2%
169
13,645
2.7%
226
11,556
2.3%
78
10,159
2.0%
SMALLEST VALUES

1
22,458
4.5%
3
57,367
11.4%
30
49,806
9.9%
48
29,714
5.9%
58
39,580
7.9%
71
17,564
3.5%
78
10,159
2.0%
85
19,092
3.8%
92
1,911
0.4%
94
104,841
20.9%
149
9,291
1.9%
169
13,645
2.7%
188
16,261
3.2%
208
18,482
3.7%
226
11,556
2.3%
LARGEST VALUES

312
114
<0.1%
308
3,564
0.7%
277
50,147
10.0%
250
26,399
5.3%
226
11,556
2.3%
208
18,482
3.7%
188
16,261
3.2%
169
13,645
2.7%
149
9,291
1.9%
94
104,841
20.9%
92
1,911
0.4%
85
19,092
3.8%
78
10,159
2.0%
71
17,564
3.5%
58
39,580
7.9%
person_prefer_h_2_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_2_m
0.99
person_prefer_h_2
0.99
person_prefer_h_1_l
0.44
person_prefer_h_1_m
0.41
person_prefer_h_1
0.41
contents_attribute_h_l
0.41
contents_attribute_h_m
0.39
contents_attribute_h
0.38
person_prefer_h_3_l
0.37
person_prefer_h_3_m
0.35
person_prefer_h_3
0.35
contents_attribute_l_l
-0.03
person_prefer_e
-0.03
contents_attribute_l
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_l_match_yn
0.17
h_m_match_yn
0.12
contents_attribute_m
0.07
person_attribute_b
0.06
person_attribute_a_1
0.05
d_m_match_yn
0.05
person_prefer_c
0.04
person_attribute_a
0.04
d_s_match_yn
0.04
contents_attribute_j_1
0.04
target
0.04
d_l_match_yn
0.03
contents_attribute_a
0.03
contents_attribute_j
0.02
MOST FREQUENT VALUES

94
132,520
26.4%
277
71,442
14.2%
3
62,029
12.4%
250
38,109
7.6%
30
36,536
7.3%
58
27,943
5.6%
188
22,271
4.4%
226
20,101
4.0%
208
18,141
3.6%
48
15,545
3.1%
169
13,430
2.7%
85
10,092
2.0%
149
8,774
1.7%
71
8,327
1.7%
1
7,254
1.4%
SMALLEST VALUES

1
7,254
1.4%
3
62,029
12.4%
30
36,536
7.3%
48
15,545
3.1%
58
27,943
5.6%
71
8,327
1.7%
78
5,244
1.0%
85
10,092
2.0%
92
1,954
0.4%
94
132,520
26.4%
149
8,774
1.7%
169
13,430
2.7%
188
22,271
4.4%
208
18,141
3.6%
226
20,101
4.0%
LARGEST VALUES

312
1,162
0.2%
308
1,077
0.2%
277
71,442
14.2%
250
38,109
7.6%
226
20,101
4.0%
208
18,141
3.6%
188
22,271
4.4%
169
13,430
2.7%
149
8,774
1.7%
94
132,520
26.4%
92
1,954
0.4%
85
10,092
2.0%
78
5,244
1.0%
71
8,327
1.7%
58
27,943
5.6%
person_prefer_h_3_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_h_3_m
0.99
person_prefer_h_3
0.99
person_prefer_h_1_l
0.48
person_prefer_h_1_m
0.46
person_prefer_h_1
0.46
contents_attribute_h_l
0.45
contents_attribute_h_m
0.44
contents_attribute_h
0.43
person_prefer_h_2_l
0.37
person_prefer_h_2_m
0.35
person_prefer_h_2
0.35
contents_attribute_l_l
-0.07
contents_attribute_l
-0.07
contents_attribute_l_n
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.18
h_s_match_yn
0.10
contents_attribute_m
0.10
h_l_match_yn
0.08
d_m_match_yn
0.05
person_attribute_b
0.05
person_attribute_a_1
0.05
d_s_match_yn
0.04
contents_attribute_j_1
0.04
contents_attribute_i
0.03
person_prefer_c
0.03
person_attribute_a
0.03
d_l_match_yn
0.03
contents_attribute_a
0.03
MOST FREQUENT VALUES

94
126,049
25.1%
277
61,468
12.2%
3
56,545
11.3%
58
50,513
10.1%
250
32,090
6.4%
85
30,162
6.0%
30
24,318
4.8%
48
23,601
4.7%
208
18,498
3.7%
1
17,665
3.5%
188
14,361
2.9%
92
12,188
2.4%
226
11,261
2.2%
169
7,988
1.6%
71
5,896
1.2%
SMALLEST VALUES

1
17,665
3.5%
3
56,545
11.3%
30
24,318
4.8%
48
23,601
4.7%
58
50,513
10.1%
71
5,896
1.2%
78
4,807
1.0%
85
30,162
6.0%
92
12,188
2.4%
94
126,049
25.1%
149
3,179
0.6%
169
7,988
1.6%
188
14,361
2.9%
208
18,498
3.7%
226
11,261
2.2%
LARGEST VALUES

312
824
0.2%
308
538
0.1%
277
61,468
12.2%
250
32,090
6.4%
226
11,261
2.2%
208
18,498
3.7%
188
14,361
2.9%
169
7,988
1.6%
149
3,179
0.6%
94
126,049
25.1%
92
12,188
2.4%
85
30,162
6.0%
78
4,807
1.0%
71
5,896
1.2%
58
50,513
10.1%
contents_attribute_h_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_h_m
0.99
contents_attribute_h
0.99
person_prefer_h_1_l
0.75
person_prefer_h_1
0.74
person_prefer_h_1_m
0.73
person_prefer_h_3_l
0.45
person_prefer_h_3
0.44
person_prefer_h_3_m
0.44
person_prefer_h_2_l
0.41
person_prefer_h_2
0.39
person_prefer_h_2_m
0.39
contents_rn
0.24
person_rn
0.20
contents_attribute_l
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

h_m_match_yn
0.36
h_s_match_yn
0.22
contents_attribute_m
0.18
d_m_match_yn
0.06
d_l_match_yn
0.05
target
0.05
d_s_match_yn
0.04
person_attribute_b
0.04
contents_attribute_c
0.04
person_prefer_c
0.04
person_attribute_a_1
0.03
contents_attribute_i
0.03
contents_attribute_a
0.03
h_l_match_yn
0.03
MOST FREQUENT VALUES

94
120,548
24.0%
277
53,943
10.7%
30
49,515
9.9%
3
48,204
9.6%
58
38,628
7.7%
250
31,035
6.2%
48
28,241
5.6%
208
19,843
4.0%
188
19,523
3.9%
85
18,687
3.7%
71
17,622
3.5%
169
15,654
3.1%
226
13,845
2.8%
149
10,291
2.1%
78
9,616
1.9%
SMALLEST VALUES

3
48,204
9.6%
30
49,515
9.9%
48
28,241
5.6%
58
38,628
7.7%
71
17,622
3.5%
78
9,616
1.9%
85
18,687
3.7%
92
2,412
0.5%
94
120,548
24.0%
149
10,291
2.1%
169
15,654
3.1%
188
19,523
3.9%
208
19,843
4.0%
226
13,845
2.8%
250
31,035
6.2%
LARGEST VALUES

308
4,344
0.9%
277
53,943
10.7%
250
31,035
6.2%
226
13,845
2.8%
208
19,843
4.0%
188
19,523
3.9%
169
15,654
3.1%
149
10,291
2.1%
94
120,548
24.0%
92
2,412
0.5%
85
18,687
3.7%
78
9,616
1.9%
71
17,622
3.5%
58
38,628
7.7%
48
28,241
5.6%
contents_attribute_l_n
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_l
1.00
contents_attribute_l_s
1.00
contents_attribute_l_m
1.00
contents_attribute_l_l
0.94
contents_attribute_d
-0.24
contents_attribute_d_n
-0.24
contents_attribute_d_s
-0.24
contents_attribute_d_m
-0.23
contents_attribute_d_l
-0.19
person_prefer_d_3_n
-0.17
person_prefer_d_3
-0.17
person_prefer_d_3_s
-0.17
person_prefer_d_3_m
-0.17
person_prefer_d_3_l
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.51
contents_attribute_m
0.43
contents_attribute_c
0.27
contents_attribute_j
0.13
person_attribute_b
0.13
person_prefer_c
0.11
contents_attribute_i
0.09
h_s_match_yn
0.07
person_attribute_a_1
0.06
d_m_match_yn
0.06
contents_attribute_k
0.06
d_s_match_yn
0.05
h_m_match_yn
0.04
d_l_match_yn
0.04
MOST FREQUENT VALUES

759
15,373
3.1%
1647
12,474
2.5%
1846
11,592
2.3%
1834
11,384
2.3%
566
10,655
2.1%
857
10,054
2.0%
952
9,292
1.9%
1662
8,693
1.7%
1580
8,648
1.7%
693
7,899
1.6%
591
7,137
1.4%
550
6,499
1.3%
1150
6,343
1.3%
753
6,151
1.2%
1021
5,711
1.1%
SMALLEST VALUES

1
128
<0.1%
2
1
<0.1%
3
123
<0.1%
5
181
<0.1%
9
48
<0.1%
12
142
<0.1%
14
222
<0.1%
18
13
<0.1%
19
40
<0.1%
22
221
<0.1%
24
215
<0.1%
27
360
<0.1%
30
3
<0.1%
31
131
<0.1%
34
15
<0.1%
LARGEST VALUES

2013
2
<0.1%
2010
2
<0.1%
2001
2
<0.1%
1999
3
<0.1%
1997
7
<0.1%
1994
29
<0.1%
1992
4
<0.1%
1990
22
<0.1%
1981
1,145
0.2%
1978
337
<0.1%
1974
319
<0.1%
1973
129
<0.1%
1969
90
<0.1%
1964
162
<0.1%
1963
27
<0.1%
contents_attribute_l_s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_l_n
1.00
contents_attribute_l
1.00
contents_attribute_l_m
1.00
contents_attribute_l_l
0.94
contents_attribute_d
-0.24
contents_attribute_d_n
-0.24
contents_attribute_d_s
-0.24
contents_attribute_d_m
-0.23
contents_attribute_d_l
-0.19
person_prefer_d_3_n
-0.17
person_prefer_d_3
-0.17
person_prefer_d_3_s
-0.17
person_prefer_d_3_m
-0.17
person_prefer_d_3_l
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.51
contents_attribute_m
0.43
contents_attribute_c
0.27
contents_attribute_j
0.13
person_attribute_b
0.13
person_prefer_c
0.11
contents_attribute_i
0.09
h_s_match_yn
0.07
person_attribute_a_1
0.06
d_m_match_yn
0.06
contents_attribute_k
0.05
d_s_match_yn
0.05
h_m_match_yn
0.04
d_l_match_yn
0.04
MOST FREQUENT VALUES

544
20,703
4.1%
759
15,373
3.1%
1843
15,343
3.1%
1833
13,146
2.6%
1646
12,903
2.6%
729
12,792
2.5%
417
12,605
2.5%
848
11,555
2.3%
694
11,245
2.2%
1659
9,957
2.0%
951
9,569
1.9%
1579
9,132
1.8%
581
9,102
1.8%
138
8,896
1.8%
693
7,899
1.6%
SMALLEST VALUES

1
128
<0.1%
2
717
0.1%
18
849
0.2%
30
134
<0.1%
33
47
<0.1%
39
23
<0.1%
42
15
<0.1%
43
266
<0.1%
53
11
<0.1%
54
6
<0.1%
60
157
<0.1%
67
3
<0.1%
74
1
<0.1%
75
6
<0.1%
78
27
<0.1%
LARGEST VALUES

2013
2
<0.1%
2010
2
<0.1%
2000
2
<0.1%
1999
3
<0.1%
1996
7
<0.1%
1993
29
<0.1%
1992
4
<0.1%
1989
22
<0.1%
1973
1,930
0.4%
1963
279
<0.1%
1962
976
0.2%
1954
170
<0.1%
1947
1,636
0.3%
1942
303
<0.1%
1941
186
<0.1%
contents_attribute_l_m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_l_s
1.00
contents_attribute_l_n
1.00
contents_attribute_l
1.00
contents_attribute_l_l
0.95
contents_attribute_d
-0.24
contents_attribute_d_n
-0.24
contents_attribute_d_s
-0.24
contents_attribute_d_m
-0.23
contents_attribute_d_l
-0.19
person_prefer_d_3_n
-0.17
person_prefer_d_3
-0.17
person_prefer_d_3_s
-0.17
person_prefer_d_3_m
-0.17
person_prefer_d_3_l
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.51
contents_attribute_m
0.43
contents_attribute_c
0.27
contents_attribute_j
0.13
person_attribute_b
0.13
person_prefer_c
0.11
contents_attribute_i
0.09
h_s_match_yn
0.07
person_attribute_a_1
0.06
d_m_match_yn
0.06
d_s_match_yn
0.05
contents_attribute_k
0.05
h_m_match_yn
0.04
d_l_match_yn
0.04
MOST FREQUENT VALUES

1021
44,656
8.9%
693
31,936
6.4%
1832
31,167
6.2%
527
30,016
6.0%
930
22,070
4.4%
759
21,944
4.4%
99
20,513
4.1%
1658
20,480
4.1%
954
20,388
4.1%
1645
18,206
3.6%
407
17,216
3.4%
1572
14,978
3.0%
573
14,032
2.8%
826
13,138
2.6%
1810
11,366
2.3%
SMALLEST VALUES

1
1,898
0.4%
42
281
<0.1%
53
174
<0.1%
67
3
<0.1%
74
34
<0.1%
81
245
<0.1%
95
37
<0.1%
99
20,513
4.1%
168
656
0.1%
183
146
<0.1%
187
5,620
1.1%
229
1,611
0.3%
257
801
0.2%
272
2,865
0.6%
295
5,872
1.2%
LARGEST VALUES

2013
2
<0.1%
2010
2
<0.1%
1999
5
<0.1%
1992
40
<0.1%
1988
22
<0.1%
1962
3,185
0.6%
1941
2,295
0.5%
1918
3,446
0.7%
1879
1,870
0.4%
1852
998
0.2%
1832
31,167
6.2%
1810
11,366
2.3%
1752
10,472
2.1%
1713
2,048
0.4%
1688
907
0.2%
contents_attribute_l_l
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

contents_attribute_l_m
0.95
contents_attribute_l_s
0.94
contents_attribute_l_n
0.94
contents_attribute_l
0.94
contents_attribute_d
-0.22
contents_attribute_d_n
-0.21
contents_attribute_d_s
-0.21
contents_attribute_d_m
-0.20
contents_attribute_e
-0.19
person_prefer_d_3_n
-0.18
person_prefer_d_3
-0.18
person_prefer_d_3_s
-0.18
person_prefer_d_3_m
-0.17
contents_attribute_d_l
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.60
contents_attribute_m
0.45
contents_attribute_c
0.29
contents_attribute_j
0.15
person_attribute_b
0.13
person_prefer_c
0.12
contents_attribute_i
0.10
person_attribute_a_1
0.08
d_m_match_yn
0.06
contents_attribute_k
0.05
d_s_match_yn
0.05
h_s_match_yn
0.05
d_l_match_yn
0.05
person_attribute_a
0.04
MOST FREQUENT VALUES

2006
219,214
43.7%
2010
57,894
11.5%
2020
42,533
8.5%
2009
42,458
8.5%
2017
39,593
7.9%
2016
24,713
4.9%
2011
13,881
2.8%
2019
10,472
2.1%
2022
8,926
1.8%
2015
8,478
1.7%
2013
7,835
1.6%
2012
7,232
1.4%
2008
6,310
1.3%
2021
2,868
0.6%
2014
2,656
0.5%
SMALLEST VALUES

2004
2,353
0.5%
2005
319
<0.1%
2006
219,214
43.7%
2007
2,101
0.4%
2008
6,310
1.3%
2009
42,458
8.5%
2010
57,894
11.5%
2011
13,881
2.8%
2012
7,232
1.4%
2013
7,835
1.6%
2014
2,656
0.5%
2015
8,478
1.7%
2016
24,713
4.9%
2017
39,593
7.9%
2018
2,048
0.4%
LARGEST VALUES

2024
5
<0.1%
2023
62
<0.1%
2022
8,926
1.8%
2021
2,868
0.6%
2020
42,533
8.5%
2019
10,472
2.1%
2018
2,048
0.4%
2017
39,593
7.9%
2016
24,713
4.9%
2015
8,478
1.7%
2014
2,656
0.5%
2013
7,835
1.6%
2012
7,232
1.4%
2011
13,881
2.8%
2010
57,894
11.5%
month
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

week
1.00
contents_attribute_e
0.02
person_prefer_e
0.02
person_prefer_d_1_l
0.02
person_prefer_d_1_m
0.02
contents_attribute_d_l
0.02
contents_attribute_d_s
0.02
contents_attribute_d_m
0.02
contents_attribute_d
0.02
contents_attribute_d_n
0.02
person_prefer_d_1_s
0.02
person_prefer_d_1
0.02
person_prefer_d_1_n
0.02
person_prefer_d_2_l
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.03
dayofweek
0.03
contents_attribute_m
0.02
person_attribute_b
0.02
contents_attribute_j
0.02
contents_attribute_c
0.02
contents_attribute_a
0.02
person_attribute_a_1
0.01
person_prefer_c
0.01
person_attribute_a
0.01
d_s_match_yn
0.01
contents_attribute_i
0.01
d_m_match_yn
0.01
h_m_match_yn
0.01
MOST FREQUENT VALUES

2
50,424
10.0%
3
49,029
9.8%
6
47,444
9.5%
7
47,129
9.4%
1
45,683
9.1%
10
45,605
9.1%
11
44,979
9.0%
8
44,458
8.9%
4
42,790
8.5%
9
42,393
8.4%
5
42,017
8.4%
SMALLEST VALUES

1
45,683
9.1%
2
50,424
10.0%
3
49,029
9.8%
4
42,790
8.5%
5
42,017
8.4%
6
47,444
9.5%
7
47,129
9.4%
8
44,458
8.9%
9
42,393
8.4%
10
45,605
9.1%
11
44,979
9.0%
LARGEST VALUES

11
44,979
9.0%
10
45,605
9.1%
9
42,393
8.4%
8
44,458
8.9%
7
47,129
9.4%
6
47,444
9.5%
5
42,017
8.4%
4
42,790
8.5%
3
49,029
9.8%
2
50,424
10.0%
1
45,683
9.1%
day
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

week
0.10
month
0.01
hour
-0.01
contents_attribute_l_m
0.00
contents_attribute_l
0.00
contents_attribute_l_n
0.00
contents_attribute_l_s
0.00
contents_attribute_e
0.00
person_prefer_e
0.00
contents_attribute_l_l
0.00
person_prefer_h_3_l
0.00
person_prefer_d_1_l
0.00
person_prefer_h_3_m
0.00
person_prefer_h_2
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

dayofweek
0.04
contents_attribute_c
0.01
contents_attribute_m
0.01
person_attribute_b
0.01
contents_attribute_j_1
0.01
contents_attribute_i
0.00
person_attribute_a_1
0.00
contents_attribute_a
0.00
person_prefer_c
0.00
h_l_match_yn
0.00
contents_attribute_j
0.00
person_attribute_a
0.00
target
0.00
h_m_match_yn
0.00
MOST FREQUENT VALUES

6
19,482
3.9%
13
19,059
3.8%
20
18,448
3.7%
3
18,229
3.6%
10
18,180
3.6%
7
17,909
3.6%
17
17,648
3.5%
14
17,257
3.4%
16
17,122
3.4%
2
16,825
3.4%
21
16,781
3.3%
12
16,743
3.3%
9
16,723
3.3%
11
16,718
3.3%
27
16,499
3.3%
SMALLEST VALUES

1
12,638
2.5%
2
16,825
3.4%
3
18,229
3.6%
4
15,717
3.1%
5
15,200
3.0%
6
19,482
3.9%
7
17,909
3.6%
8
16,037
3.2%
9
16,723
3.3%
10
18,180
3.6%
11
16,718
3.3%
12
16,743
3.3%
13
19,059
3.8%
14
17,257
3.4%
15
15,164
3.0%
LARGEST VALUES

31
8,492
1.7%
30
13,869
2.8%
29
14,526
2.9%
28
16,136
3.2%
27
16,499
3.3%
26
15,270
3.0%
25
15,168
3.0%
24
16,263
3.2%
23
15,778
3.1%
22
15,194
3.0%
21
16,781
3.3%
20
18,448
3.7%
19
16,459
3.3%
18
16,417
3.3%
17
17,648
3.5%
week
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

month
1.00
day
0.10
contents_attribute_e
0.02
person_prefer_e
0.02
person_prefer_d_1_l
0.02
person_prefer_d_1_m
0.02
contents_attribute_d_l
0.02
contents_attribute_d_s
0.02
contents_attribute_d_m
0.02
contents_attribute_d
0.02
contents_attribute_d_n
0.02
person_prefer_d_1_s
0.02
person_prefer_d_1
0.02
person_prefer_d_1_n
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

dayofweek
0.04
contents_attribute_j_1
0.03
contents_attribute_m
0.02
person_attribute_b
0.02
contents_attribute_j
0.02
contents_attribute_c
0.02
contents_attribute_a
0.02
person_attribute_a_1
0.01
person_prefer_c
0.01
person_attribute_a
0.01
d_s_match_yn
0.01
contents_attribute_i
0.01
d_m_match_yn
0.01
h_m_match_yn
0.01
MOST FREQUENT VALUES

6
13,244
2.6%
7
12,826
2.6%
8
12,514
2.5%
2
11,838
2.4%
42
11,715
2.3%
36
11,209
2.2%
12
11,209
2.2%
43
11,199
2.2%
10
11,187
2.2%
37
11,104
2.2%
5
11,103
2.2%
28
11,086
2.2%
3
11,012
2.2%
13
10,966
2.2%
41
10,960
2.2%
SMALLEST VALUES

1
5,982
1.2%
2
11,838
2.4%
3
11,012
2.2%
4
7,317
1.5%
5
11,103
2.2%
6
13,244
2.6%
7
12,826
2.6%
8
12,514
2.5%
9
10,921
2.2%
10
11,187
2.2%
11
10,810
2.2%
12
11,209
2.2%
13
10,966
2.2%
14
10,923
2.2%
15
10,034
2.0%
LARGEST VALUES

49
2,013
0.4%
48
10,406
2.1%
47
10,561
2.1%
46
10,447
2.1%
45
10,836
2.2%
44
10,807
2.2%
43
11,199
2.2%
42
11,715
2.3%
41
10,960
2.2%
40
4,401
0.9%
39
9,167
1.8%
38
10,277
2.0%
37
11,104
2.2%
36
11,209
2.2%
35
10,750
2.1%
dayofweek
MISSING:
---
TOP CATEGORIES

0
100,270
20%
1
95,062
19%
2
88,915
18%
3
85,298
17%
4
71,155
14%
6
31,205
6%
5
30,046
6%
ALL
501,951
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dayofweek
PROVIDES INFORMATION ON...

person_prefer_f
1.00
person_prefer_g
1.00
h_l_match_yn
0.00
person_prefer_c
0.00
h_m_match_yn
0.00
h_s_match_yn
0.00
person_attribute_b
0.00
contents_attribute_j_1
0.00
d_l_match_yn
0.00
person_attribute_a
0.00
person_attribute_a_1
0.00
contents_attribute_k
0.00
contents_attribute_c
0.00
contents_attribute_m
0.00

THESE FEATURES
GIVE INFORMATION
ON dayofweek:

h_l_match_yn
0.00
person_prefer_c
0.00
person_attribute_a_1
0.00
person_attribute_b
0.00
contents_attribute_j_1
0.00
h_m_match_yn
0.00
contents_attribute_m
0.00
h_s_match_yn
0.00
d_l_match_yn
0.00
person_attribute_a
0.00
contents_attribute_c
0.00
contents_attribute_j
0.00
contents_attribute_i
0.00
contents_attribute_k
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek
CORRELATION RATIO WITH...

hour
0.07
day
0.04
week
0.04
month
0.03
contents_attribute_l_l
0.02
person_prefer_d_1_l
0.02
person_prefer_d_2_l
0.02
contents_attribute_l_m
0.02
contents_attribute_l_s
0.02
contents_attribute_l_n
0.02
contents_attribute_l
0.02
person_prefer_d_1_m
0.02
contents_attribute_d_l
0.02
person_prefer_d_2_m
0.02
hour
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

person_prefer_e
-0.02
minute
-0.01
person_prefer_d_1_l
-0.01
person_prefer_d_3_l
-0.01
person_prefer_d_3_m
-0.01
person_prefer_d_1
-0.01
person_prefer_d_1_n
-0.01
person_prefer_d_1_m
-0.01
person_prefer_d_3_s
-0.01
person_prefer_d_1_s
-0.01
person_prefer_d_3
-0.01
person_prefer_d_3_n
-0.01
person_prefer_d_2_l
-0.01
contents_attribute_d_l
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

dayofweek
0.07
person_attribute_b
0.01
contents_attribute_j_1
0.01
person_prefer_c
0.01
h_l_match_yn
0.01
contents_attribute_m
0.00
person_attribute_a_1
0.00
d_l_match_yn
0.00
contents_attribute_a
0.00
target
0.00
contents_attribute_c
0.00
h_m_match_yn
0.00
d_s_match_yn
0.00
contents_attribute_i
0.00
MOST FREQUENT VALUES

15
37,581
7.5%
16
36,621
7.3%
14
36,206
7.2%
11
34,883
6.9%
12
33,216
6.6%
13
33,126
6.6%
17
33,116
6.6%
10
31,445
6.3%
18
26,177
5.2%
20
23,716
4.7%
21
23,381
4.7%
19
23,110
4.6%
9
21,908
4.4%
22
21,660
4.3%
23
18,230
3.6%
SMALLEST VALUES

0
14,147
2.8%
1
9,931
2.0%
2
6,426
1.3%
3
4,446
0.9%
4
3,347
0.7%
5
3,356
0.7%
6
4,859
1.0%
7
8,312
1.7%
8
12,751
2.5%
9
21,908
4.4%
10
31,445
6.3%
11
34,883
6.9%
12
33,216
6.6%
13
33,126
6.6%
14
36,206
7.2%
LARGEST VALUES

23
18,230
3.6%
22
21,660
4.3%
21
23,381
4.7%
20
23,716
4.7%
19
23,110
4.6%
18
26,177
5.2%
17
33,116
6.6%
16
36,621
7.3%
15
37,581
7.5%
14
36,206
7.2%
13
33,126
6.6%
12
33,216
6.6%
11
34,883
6.9%
10
31,445
6.3%
9
21,908
4.4%
minute
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

hour
-0.01
person_rn
0.00
contents_attribute_e
0.00
person_prefer_h_2_m
-0.00
contents_rn
0.00
person_prefer_h_2_l
-0.00
person_prefer_h_2
-0.00
contents_attribute_l_l
-0.00
person_prefer_e
-0.00
contents_attribute_l_n
-0.00
contents_attribute_l_s
-0.00
contents_attribute_l
-0.00
contents_attribute_l_m
-0.00
day
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

contents_attribute_j_1
0.00
person_attribute_a_1
0.00
contents_attribute_m
0.00
person_attribute_b
0.00
dayofweek
0.00
person_prefer_c
0.00
contents_attribute_a
0.00
h_l_match_yn
0.00
d_s_match_yn
0.00
contents_attribute_k
0.00
d_m_match_yn
0.00
contents_attribute_c
0.00
contents_attribute_i
0.00
h_s_match_yn
0.00
MOST FREQUENT VALUES

6
8,564
1.7%
40
8,558
1.7%
12
8,516
1.7%
37
8,508
1.7%
50
8,476
1.7%
48
8,474
1.7%
52
8,468
1.7%
34
8,467
1.7%
8
8,456
1.7%
47
8,448
1.7%
46
8,440
1.7%
55
8,436
1.7%
54
8,433
1.7%
19
8,429
1.7%
5
8,426
1.7%
SMALLEST VALUES

0
8,220
1.6%
1
8,363
1.7%
2
8,366
1.7%
3
8,292
1.7%
4
8,345
1.7%
5
8,426
1.7%
6
8,564
1.7%
7
8,198
1.6%
8
8,456
1.7%
9
8,402
1.7%
10
8,388
1.7%
11
8,337
1.7%
12
8,516
1.7%
13
8,247
1.6%
14
8,355
1.7%
LARGEST VALUES

59
8,307
1.7%
58
8,281
1.6%
57
8,382
1.7%
56
8,359
1.7%
55
8,436
1.7%
54
8,433
1.7%
53
8,367
1.7%
52
8,468
1.7%
51
8,323
1.7%
50
8,476
1.7%
49
8,385
1.7%
48
8,474
1.7%
47
8,448
1.7%
46
8,440
1.7%
45
8,416
1.7%